Train
Test
150634
ROWS
16737
0
DUPLICATES
0
68.7 MB
RAM
7.5 MB
57
FEATURES
56
11
CATEGORICAL
11
46
NUMERICAL
45
0
TEXT
0
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
resale_price
VALUES:
150,634
(100%)
MISSING:
---
DISTINCT:
3,295
(2%)
ZEROES:
---
MAX
1.3M
95%
0.7M
Q3
0.5M
AVG
0.4M
MEDIAN
0.4M
Q1
0.3M
5%
0.3M
MIN
0.1M
RANGE
1.1M
IQR
173k
STD
143k
VAR
20.5B
KURT.
1.33
SKEW
1.08
SUM
67.7B
1
id
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
150,634
(100%)
16,737
(100%)
ZEROES:
---
---
MAX
186k
186k
95%
177k
176k
Q3
140k
138k
MEDIAN
93k
92k
AVG
93k
92k
Q1
46k
47k
5%
9k
9k
MIN
0k
0k
RANGE
186k
186k
IQR
93,106
91,239
STD
53,680
53,302
VAR
2.9B
2.8B
KURT.
-1.20
-1.18
SKEW
-6.60e-4
0.010
SUM
14.0B
1.5B
2
floor_area_sqm
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
169
(<1%)
153
(<1%)
ZEROES:
---
---
MAX
280
266
95%
143
143
Q3
112
112
AVG
97
97
MEDIAN
95
95
Q1
75
74
5%
63
63
MIN
31
31
RANGE
249
235
IQR
37.0
38.0
STD
24.4
24.4
VAR
596
598
KURT.
-0.209
0.008
SKEW
0.272
0.312
SUM
14.6M
1.6M
3
lease_commence_date
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
54
(<1%)
53
(<1%)
ZEROES:
---
---
MAX
2,019.0
2,019.0
95%
2,015.0
2,014.0
Q3
2,001.0
2,001.0
AVG
1,992.4
1,992.3
MEDIAN
1,992.0
1,991.0
Q1
1,984.0
1,984.0
5%
1,974.0
1,974.0
MIN
1,966.0
1,966.0
RANGE
53.0
53.0
IQR
17.0
17.0
STD
12.1
12.2
VAR
147
148
KURT.
-0.821
-0.822
SKEW
0.197
0.186
SUM
300.1M
33.3M
4
Tranc_Year
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
10
(<1%)
10
(<1%)
5
Tranc_Month
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
12
(<1%)
12
(<1%)
ZEROES:
---
---
MAX
12.0
12.0
95%
12.0
12.0
Q3
9.0
9.0
MEDIAN
7.0
7.0
AVG
6.6
6.6
Q1
4.0
4.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
11.0
11.0
IQR
5.00
5.00
STD
3.35
3.34
VAR
11.2
11.1
KURT.
-1.16
-1.16
SKEW
-0.023
-0.011
SUM
991k
110k
6
mid_storey
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
22
(<1%)
21
(<1%)
ZEROES:
---
---
MAX
50.0
50.0
95%
17.0
17.0
Q3
11.0
11.0
AVG
8.3
8.3
MEDIAN
8.0
8.0
Q1
5.0
5.0
5%
2.0
2.0
MIN
2.0
2.0
RANGE
48.0
48.0
IQR
6.00
6.00
STD
5.51
5.50
VAR
30.3
30.3
KURT.
4.58
4.78
SKEW
1.56
1.57
SUM
1.2M
139k
7
lower
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
22
(<1%)
21
(<1%)
ZEROES:
---
---
MAX
49.0
49.0
95%
16.0
16.0
Q3
10.0
10.0
AVG
7.2
7.2
MEDIAN
7.0
7.0
Q1
4.0
4.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
48.0
48.0
IQR
6.00
6.00
STD
5.52
5.51
VAR
30.4
30.4
KURT.
4.57
4.78
SKEW
1.55
1.57
SUM
1.1M
121k
8
upper
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
23
(<1%)
21
(<1%)
ZEROES:
---
---
MAX
51.0
51.0
95%
18.0
18.0
Q3
12.0
12.0
AVG
9.3
9.3
MEDIAN
9.0
9.0
Q1
6.0
6.0
5%
3.0
3.0
MIN
3.0
3.0
RANGE
48.0
48.0
IQR
6.00
6.00
STD
5.51
5.50
VAR
30.3
30.3
KURT.
4.57
4.76
SKEW
1.56
1.56
SUM
1.4M
156k
9
mid
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
22
(<1%)
21
(<1%)
ZEROES:
---
---
MAX
50.0
50.0
95%
17.0
17.0
Q3
11.0
11.0
AVG
8.3
8.3
MEDIAN
8.0
8.0
Q1
5.0
5.0
5%
2.0
2.0
MIN
2.0
2.0
RANGE
48.0
48.0
IQR
6.00
6.00
STD
5.51
5.50
VAR
30.3
30.3
KURT.
4.58
4.78
SKEW
1.56
1.57
SUM
1.2M
139k
10
floor_area_sqft
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
169
(<1%)
153
(<1%)
ZEROES:
---
---
MAX
3,014
2,863
95%
1,539
1,539
Q3
1,206
1,206
AVG
1,046
1,043
MEDIAN
1,023
1,023
Q1
807
797
5%
678
678
MIN
334
334
RANGE
2,680
2,530
IQR
398
409
STD
263
263
VAR
68,998
69,251
KURT.
-0.209
0.008
SKEW
0.272
0.312
SUM
157.6M
17.5M
11
hdb_age
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
54
(<1%)
53
(<1%)
ZEROES:
---
---
MAX
55.0
55.0
95%
47.0
47.0
Q3
37.0
37.0
MEDIAN
29.0
30.0
AVG
28.6
28.7
Q1
20.0
20.0
5%
6.0
7.0
MIN
2.0
2.0
RANGE
53.0
53.0
IQR
17.0
17.0
STD
12.1
12.2
VAR
147
148
KURT.
-0.821
-0.822
SKEW
-0.197
-0.186
SUM
4.3M
480k
12
max_floor_lvl
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
41
(<1%)
40
(<1%)
ZEROES:
---
---
MAX
50.0
50.0
95%
27.0
27.0
Q3
16.0
16.0
AVG
15.1
15.1
MEDIAN
13.0
13.0
Q1
12.0
12.0
5%
9.0
9.0
MIN
2.0
2.0
RANGE
48.0
48.0
IQR
4.00
4.00
STD
6.23
6.13
VAR
38.8
37.5
KURT.
6.25
6.38
SKEW
2.03
2.02
SUM
2.3M
253k
13
year_completed
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
59
(<1%)
58
(<1%)
ZEROES:
---
---
MAX
2,018.0
2,018.0
95%
2,013.0
2,013.0
Q3
1,999.0
1,999.0
AVG
1,990.9
1,990.8
MEDIAN
1,989.0
1,989.0
Q1
1,983.0
1,983.0
5%
1,973.0
1,973.0
MIN
1,949.0
1,949.0
RANGE
69.0
69.0
IQR
16.0
16.0
STD
12.2
12.2
VAR
149
150
KURT.
-0.568
-0.549
SKEW
0.125
0.102
SUM
299.9M
33.3M
14
total_dwelling_units
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
320
(<1%)
308
(2%)
ZEROES:
---
---
MAX
570
570
95%
234
234
Q3
144
144
AVG
125
125
MEDIAN
112
112
Q1
90
90
5%
59
60
MIN
2
4
RANGE
568
566
IQR
54.0
54.0
STD
58.3
58.1
VAR
3,405
3,377
KURT.
7.60
7.37
SKEW
2.07
2.06
SUM
18.8M
2.1M
15
1room_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
16
2room_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
99
(<1%)
92
(<1%)
ZEROES:
144,324
(96%)
16,027
(96%)
MAX
225
225
95%
0
0
Q3
0
0
AVG
2
2
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
225
225
IQR
0.00
0.00
STD
11.7
12.2
VAR
137
149
KURT.
92.4
85.5
SKEW
8.71
8.44
SUM
268k
31,622
17
3room_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
255
(<1%)
254
(2%)
ZEROES:
95,671
(64%)
10,607
(63%)
MAX
528
528
95%
180
182
Q3
66
66
AVG
39
39
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
528
528
IQR
66.0
66.0
STD
68.7
68.8
VAR
4,726
4,739
KURT.
6.78
6.56
SKEW
2.29
2.28
SUM
5.9M
659k
18
4room_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
200
(<1%)
197
(1%)
ZEROES:
30,379
(20%)
3,297
(20%)
MAX
316
316
95%
132
132
Q3
73
74
AVG
50
51
MEDIAN
44
44
Q1
14
16
5%
0
0
MIN
0
0
RANGE
316
316
IQR
59.0
58.0
STD
45.3
45.7
VAR
2,052
2,091
KURT.
2.26
2.39
SKEW
1.21
1.22
SUM
7.5M
849k
19
5room_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
133
(<1%)
133
(<1%)
ZEROES:
62,782
(42%)
7,002
(42%)
MAX
164
164
95%
92
92
Q3
50
48
AVG
26
26
MEDIAN
3
3
Q1
0
0
5%
0
0
MIN
0
0
RANGE
164
164
IQR
50.0
48.0
STD
33.5
33.1
VAR
1,119
1,094
KURT.
0.408
0.307
SKEW
1.10
1.08
SUM
4.0M
434k
20
exec_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
103
(<1%)
99
(<1%)
ZEROES:
124,614
(83%)
13,916
(83%)
MAX
135
135
95%
60
56
Q3
0
0
AVG
6
6
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
135
135
IQR
0.00
0.00
STD
19.1
18.7
VAR
366
348
KURT.
11.5
12.9
SKEW
3.47
3.63
SUM
895k
94,006
21
multigen_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
6
(<1%)
22
studio_apartment_sold
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
61
(<1%)
46
(<1%)
ZEROES:
149,226
(>99%)
16,592
(>99%)
MAX
142
132
95%
0
0
Q3
0
0
AVG
0
0
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
142
132
IQR
0.00
0.00
STD
5.35
5.02
VAR
28.6
25.2
KURT.
278
289
SKEW
15.3
15.6
SUM
67,569
6,853
23
1room_rental
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
11
(<1%)
10
(<1%)
ZEROES:
150,332
(>99%)
16,711
(>99%)
MAX
110
110
95%
0
0
Q3
0
0
AVG
0
0
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
110
110
IQR
0.00
0.00
STD
2.03
2.44
VAR
4.11
5.95
KURT.
1,915
1,563
SKEW
41.7
38.4
SUM
9,592
1,227
24
2room_rental
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
48
(<1%)
38
(<1%)
ZEROES:
148,770
(99%)
16,516
(99%)
MAX
452
452
95%
0
0
Q3
0
0
AVG
1
1
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
452
452
IQR
0.00
0.00
STD
11.2
9.99
VAR
125
99.8
KURT.
875
1,053
SKEW
26.8
28.8
SUM
93,772
9,232
25
3room_rental
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
15
(<1%)
15
(<1%)
ZEROES:
146,805
(97%)
16,319
(98%)
MAX
24.0
24.0
95%
0.0
0.0
Q3
0.0
0.0
AVG
0.1
0.1
MEDIAN
0.0
0.0
Q1
0.0
0.0
5%
0.0
0.0
MIN
0.0
0.0
RANGE
24.0
24.0
IQR
0.00
0.00
STD
0.670
0.666
VAR
0.449
0.444
KURT.
608
625
SKEW
22.2
22.7
SUM
8,949
957
26
other_room_rental
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
2
(<1%)
27
Latitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
9,126
(6%)
7,032
(42%)
ZEROES:
---
---
MAX
1.457
1.457
95%
1.442
1.442
Q3
1.393
1.393
AVG
1.366
1.366
MEDIAN
1.363
1.363
Q1
1.336
1.336
5%
1.294
1.294
MIN
1.270
1.270
RANGE
0.187
0.187
IQR
0.057
0.056
STD
0.043
0.043
VAR
0.002
0.002
KURT.
-0.558
-0.545
SKEW
0.134
0.136
SUM
206k
22,862
28
Longitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
9,098
(6%)
7,015
(42%)
ZEROES:
---
---
MAX
103.988
103.987
95%
103.950
103.949
Q3
103.899
103.899
MEDIAN
103.845
103.845
AVG
103.839
103.840
Q1
103.775
103.776
5%
103.714
103.714
MIN
103.685
103.685
RANGE
0.303
0.302
IQR
0.124
0.123
STD
0.073
0.072
VAR
0.005
0.005
KURT.
-0.971
-0.953
SKEW
-0.213
-0.226
SUM
15.6M
1.7M
29
Mall_Nearest_Distance
VALUES:
149,805
(>99%)
16,653
(>99%)
MISSING:
829
(<1%)
84
(<1%)
DISTINCT:
8,982
(6%)
6,980
(42%)
ZEROES:
30
(<1%)
1
(<1%)
MAX
3,496
3,496
95%
1,334
1,317
Q3
869
867
AVG
664
661
MEDIAN
603
602
Q1
391
389
5%
188
187
MIN
0
0
RANGE
3,496
3,496
IQR
477
477
STD
369
367
VAR
136k
135k
KURT.
2.21
2.62
SKEW
1.12
1.16
SUM
99.5M
11.0M
30
Mall_Within_500m
VALUES:
57,845
(38%)
6,445
(39%)
MISSING:
92,789
(62%)
10,292
(61%)
DISTINCT:
6
(<1%)
6
(<1%)
31
Mall_Within_1km
VALUES:
125,208
(83%)
13,951
(83%)
MISSING:
25,426
(17%)
2,786
(17%)
DISTINCT:
15
(<1%)
15
(<1%)
ZEROES:
---
---
MAX
15.0
15.0
95%
5.0
5.0
Q3
3.0
3.0
AVG
2.1
2.2
MEDIAN
2.0
2.0
Q1
1.0
1.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
14.0
14.0
IQR
2.00
2.00
STD
1.29
1.30
VAR
1.66
1.69
KURT.
10.9
12.6
SKEW
2.09
2.23
SUM
269k
30,085
32
Mall_Within_2km
VALUES:
148,694
(99%)
16,524
(99%)
MISSING:
1,940
(1%)
213
(1%)
DISTINCT:
41
(<1%)
40
(<1%)
ZEROES:
---
---
MAX
43.0
43.0
95%
9.0
9.0
Q3
6.0
6.0
AVG
5.2
5.2
MEDIAN
5.0
5.0
Q1
3.0
3.0
5%
2.0
2.0
MIN
1.0
1.0
RANGE
42.0
42.0
IQR
3.00
3.00
STD
3.45
3.43
VAR
11.9
11.8
KURT.
34.1
33.0
SKEW
4.80
4.73
SUM
779k
86,400
33
Hawker_Nearest_Distance
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
9,126
(6%)
7,032
(42%)
ZEROES:
---
---
MAX
4,907
4,816
95%
3,670
3,671
Q3
1,679
1,677
AVG
1,174
1,171
MEDIAN
779
772
Q1
372
367
5%
156
152
MIN
2
9
RANGE
4,905
4,807
IQR
1,307
1,310
STD
1,077
1,079
VAR
1.2M
1.2M
KURT.
1.02
1.01
SKEW
1.35
1.35
SUM
176.8M
19.6M
34
Hawker_Within_500m
VALUES:
53,244
(35%)
5,982
(36%)
MISSING:
97,390
(65%)
10,755
(64%)
DISTINCT:
5
(<1%)
5
(<1%)
35
Hawker_Within_1km
VALUES:
89,766
(60%)
10,008
(60%)
MISSING:
60,868
(40%)
6,729
(40%)
DISTINCT:
9
(<1%)
9
(<1%)
36
Hawker_Within_2km
VALUES:
121,432
(81%)
13,483
(81%)
MISSING:
29,202
(19%)
3,254
(19%)
DISTINCT:
19
(<1%)
19
(<1%)
ZEROES:
---
---
MAX
19.0
19.0
95%
12.0
12.0
Q3
8.0
8.0
AVG
4.7
4.8
MEDIAN
3.0
3.0
Q1
1.0
1.0
5%
1.0
1.0
MIN
1.0
1.0
RANGE
18.0
18.0
IQR
7.00
7.00
STD
3.96
4.00
VAR
15.6
16.0
KURT.
0.082
0.051
SKEW
0.987
0.967
SUM
571k
64,242
37
hawker_food_stalls
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
52
(<1%)
52
(<1%)
ZEROES:
1,141
(<1%)
108
(<1%)
MAX
226
226
95%
82
82
Q3
60
60
AVG
49
49
MEDIAN
43
43
Q1
40
40
5%
28
28
MIN
0
0
RANGE
226
226
IQR
20.0
20.0
STD
19.1
18.9
VAR
366
358
KURT.
7.31
6.37
SKEW
1.61
1.52
SUM
7.3M
812k
38
hawker_market_stalls
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
70
(<1%)
70
(<1%)
ZEROES:
57,251
(38%)
6,357
(38%)
MAX
477
477
95%
147
147
Q3
99
99
AVG
58
58
MEDIAN
52
52
Q1
0
0
5%
0
0
MIN
0
0
RANGE
477
477
IQR
99.0
99.0
STD
55.5
55.0
VAR
3,080
3,030
KURT.
1.26
1.00
SKEW
0.707
0.676
SUM
8.8M
967k
39
mrt_nearest_distance
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
9,126
(6%)
7,032
(42%)
ZEROES:
---
---
MAX
3,545
3,545
95%
1,646
1,642
Q3
976
981
AVG
765
767
MEDIAN
683
686
Q1
458
458
5%
222
222
MIN
22
22
RANGE
3,523
3,523
IQR
517
523
STD
429
431
VAR
184k
186k
KURT.
1.62
1.63
SKEW
1.15
1.13
SUM
115.2M
12.8M
40
bus_interchange
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
41
mrt_interchange
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
42
mrt_latitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
94
(<1%)
93
(<1%)
ZEROES:
---
---
MAX
1.449
1.449
95%
1.440
1.440
Q3
1.392
1.392
AVG
1.366
1.365
MEDIAN
1.360
1.360
Q1
1.336
1.336
5%
1.294
1.294
MIN
1.266
1.266
RANGE
0.183
0.183
IQR
0.056
0.056
STD
0.043
0.042
VAR
0.002
0.002
KURT.
-0.603
-0.595
SKEW
0.152
0.152
SUM
206k
22,853
43
mrt_longitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
94
(<1%)
93
(<1%)
ZEROES:
---
---
MAX
103.987
103.987
95%
103.949
103.949
Q3
103.896
103.896
MEDIAN
103.846
103.846
AVG
103.839
103.840
Q1
103.774
103.774
5%
103.721
103.721
MIN
103.697
103.697
RANGE
0.290
0.290
IQR
0.122
0.122
STD
0.073
0.072
VAR
0.005
0.005
KURT.
-1.01
-0.993
SKEW
-0.207
-0.217
SUM
15.6M
1.7M
44
bus_stop_nearest_distance
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
9,125
(6%)
7,031
(42%)
ZEROES:
---
---
MAX
444
444
95%
220
221
Q3
147
146
AVG
115
115
MEDIAN
108
107
Q1
75
74
5%
38
38
MIN
9
9
RANGE
435
435
IQR
71.6
71.7
STD
55.6
55.7
VAR
3,088
3,105
KURT.
1.07
0.961
SKEW
0.870
0.858
SUM
17.4M
1.9M
45
bus_stop_latitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
2,011
(1%)
1,918
(11%)
ZEROES:
---
---
MAX
1.456
1.456
95%
1.441
1.441
Q3
1.394
1.392
AVG
1.366
1.366
MEDIAN
1.364
1.364
Q1
1.336
1.336
5%
1.293
1.293
MIN
1.271
1.271
RANGE
0.185
0.185
IQR
0.057
0.056
STD
0.043
0.043
VAR
0.002
0.002
KURT.
-0.558
-0.545
SKEW
0.134
0.137
SUM
206k
22,862
46
bus_stop_longitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
2,007
(1%)
1,916
(11%)
ZEROES:
---
---
MAX
103.987
103.987
95%
103.950
103.948
Q3
103.899
103.899
MEDIAN
103.845
103.845
AVG
103.839
103.840
Q1
103.774
103.776
5%
103.714
103.714
MIN
103.684
103.684
RANGE
0.303
0.303
IQR
0.124
0.123
STD
0.073
0.072
VAR
0.005
0.005
KURT.
-0.972
-0.954
SKEW
-0.213
-0.226
SUM
15.6M
1.7M
47
pri_sch_nearest_distance
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
9,126
(6%)
7,032
(42%)
ZEROES:
---
---
MAX
3,306
3,306
95%
801
802
Q3
502
501
AVG
395
395
MEDIAN
349
347
Q1
227
228
5%
126
126
MIN
46
46
RANGE
3,260
3,260
IQR
275
273
STD
235
234
VAR
55,113
54,914
KURT.
9.77
11.6
SKEW
2.00
2.10
SUM
59.5M
6.6M
48
vacancy
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
66
(<1%)
66
(<1%)
ZEROES:
---
---
MAX
110.0
110.0
95%
85.0
84.0
Q3
67.0
67.0
AVG
55.4
55.4
MEDIAN
54.0
54.0
Q1
44.0
44.0
5%
25.0
25.0
MIN
20.0
20.0
RANGE
90.0
90.0
IQR
23.0
23.0
STD
17.9
17.9
VAR
321
320
KURT.
-0.155
-0.117
SKEW
0.183
0.198
SUM
8.3M
927k
49
pri_sch_affiliation
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
50
pri_sch_latitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
177
(<1%)
176
(1%)
ZEROES:
---
---
MAX
1.457
1.457
95%
1.440
1.440
Q3
1.394
1.394
AVG
1.366
1.366
MEDIAN
1.365
1.365
Q1
1.337
1.337
5%
1.296
1.296
MIN
1.275
1.275
RANGE
0.182
0.182
IQR
0.057
0.056
STD
0.043
0.043
VAR
0.002
0.002
KURT.
-0.555
-0.549
SKEW
0.126
0.128
SUM
206k
22,863
51
pri_sch_longitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
177
(<1%)
176
(1%)
ZEROES:
---
---
MAX
103.963
103.963
95%
103.949
103.949
Q3
103.899
103.899
MEDIAN
103.844
103.845
AVG
103.839
103.840
Q1
103.774
103.774
5%
103.713
103.713
MIN
103.688
103.688
RANGE
0.275
0.275
IQR
0.125
0.125
STD
0.073
0.072
VAR
0.005
0.005
KURT.
-0.975
-0.958
SKEW
-0.211
-0.221
SUM
15.6M
1.7M
52
sec_sch_nearest_dist
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
9,126
(6%)
7,032
(42%)
ZEROES:
---
---
MAX
3,639
3,637
95%
1,092
1,104
Q3
644
644
AVG
509
511
MEDIAN
447
448
Q1
290
292
5%
154
155
MIN
39
45
RANGE
3,600
3,592
IQR
354
352
STD
309
313
VAR
95,522
97,818
KURT.
6.24
6.88
SKEW
1.81
1.89
SUM
76.6M
8.6M
53
cutoff_point
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
54
(<1%)
54
(<1%)
ZEROES:
---
---
MAX
260.0
260.0
95%
244.0
244.0
Q3
224.0
224.0
AVG
210.1
210.1
MEDIAN
208.0
208.0
Q1
188.0
188.0
5%
188.0
188.0
MIN
188.0
188.0
RANGE
72.0
72.0
IQR
36.0
36.0
STD
20.0
20.1
VAR
400
402
KURT.
-0.977
-0.962
SKEW
0.439
0.448
SUM
31.7M
3.5M
54
affiliation
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
55
sec_sch_latitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
134
(<1%)
134
(<1%)
ZEROES:
---
---
MAX
1.453
1.453
95%
1.441
1.441
Q3
1.392
1.392
MEDIAN
1.366
1.366
AVG
1.366
1.366
Q1
1.338
1.338
5%
1.295
1.295
MIN
1.276
1.276
RANGE
0.177
0.177
IQR
0.054
0.054
STD
0.043
0.043
VAR
0.002
0.002
KURT.
-0.586
-0.572
SKEW
0.146
0.146
SUM
206k
22,858
56
sec_sch_longitude
VALUES:
150,634
(100%)
16,737
(100%)
MISSING:
---
---
DISTINCT:
134
(<1%)
134
(<1%)
ZEROES:
---
---
MAX
103.961
103.961
95%
103.949
103.949
Q3
103.900
103.900
MEDIAN
103.843
103.843
AVG
103.839
103.840
Q1
103.776
103.776
5%
103.709
103.709
MIN
103.687
103.687
RANGE
0.274
0.274
IQR
0.124
0.124
STD
0.073
0.072
VAR
0.005
0.005
KURT.
-0.987
-0.968
SKEW
-0.196
-0.209
SUM
15.6M
1.7M
resale_price
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
floor_area_sqft
0.65
floor_area_sqm
0.65
id
0.52
max_floor_lvl
0.50
3room_sold
-0.41
5room_sold
0.36
year_completed
0.35
upper
0.35
mid_storey
0.35
mid
0.35
lower
0.35
lease_commence_date
0.35
hdb_age
-0.35
exec_sold
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.14
Tranc_Year
0.11
Mall_Within_500m
0.09
Hawker_Within_500m
0.07
mrt_interchange
0.07
multigen_sold
0.04
1room_sold
0.04
pri_sch_affiliation
0.03
other_room_rental
0.02
bus_interchange
0.00
affiliation
0.00
MOST FREQUENT VALUES
400000.0
2,146
1.4%
420000.0
1,991
1.3%
380000.0
1,957
1.3%
350000.0
1,866
1.2%
450000.0
1,846
1.2%
430000.0
1,825
1.2%
410000.0
1,743
1.2%
390000.0
1,723
1.1%
360000.0
1,710
1.1%
370000.0
1,680
1.1%
320000.0
1,625
1.1%
330000.0
1,515
1.0%
460000.0
1,512
1.0%
300000.0
1,485
1.0%
340000.0
1,479
1.0%
SMALLEST VALUES
150000.0
2
<0.1%
157000.0
1
<0.1%
160000.0
4
<0.1%
165000.0
4
<0.1%
168000.0
1
<0.1%
170000.0
4
<0.1%
172000.0
3
<0.1%
173000.0
1
<0.1%
173268.0
1
<0.1%
175000.0
6
<0.1%
176000.0
2
<0.1%
178000.0
6
<0.1%
180000.0
27
<0.1%
180100.0
1
<0.1%
181000.0
3
<0.1%
LARGEST VALUES
1258000.0
1
<0.1%
1248000.0
1
<0.1%
1232000.0
1
<0.1%
1220000.0
1
<0.1%
1210000.0
2
<0.1%
1208000.0
2
<0.1%
1205000.0
1
<0.1%
1200000.0
4
<0.1%
1188000.0
1
<0.1%
1186888.0
1
<0.1%
1185000.0
3
<0.1%
1180000.0
1
<0.1%
1170000.0
2
<0.1%
1168000.0
1
<0.1%
1160000.0
2
<0.1%
Associations
[Only including dataset "Train"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "Test"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
resale_price
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
floor_area_sqft
0.65
floor_area_sqm
0.65
id
0.52
max_floor_lvl
0.50
3room_sold
-0.41
5room_sold
0.36
year_completed
0.35
upper
0.35
mid_storey
0.35
mid
0.35
lower
0.35
lease_commence_date
0.35
hdb_age
-0.35
exec_sold
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.14
Tranc_Year
0.11
Mall_Within_500m
0.09
Hawker_Within_500m
0.07
mrt_interchange
0.07
multigen_sold
0.04
1room_sold
0.04
pri_sch_affiliation
0.03
other_room_rental
0.02
bus_interchange
0.00
affiliation
0.00
MOST FREQUENT VALUES
400000.0
2,146
1.4%
420000.0
1,991
1.3%
380000.0
1,957
1.3%
350000.0
1,866
1.2%
450000.0
1,846
1.2%
430000.0
1,825
1.2%
410000.0
1,743
1.2%
390000.0
1,723
1.1%
360000.0
1,710
1.1%
370000.0
1,680
1.1%
320000.0
1,625
1.1%
330000.0
1,515
1.0%
460000.0
1,512
1.0%
300000.0
1,485
1.0%
340000.0
1,479
1.0%
SMALLEST VALUES
150000.0
2
<0.1%
157000.0
1
<0.1%
160000.0
4
<0.1%
165000.0
4
<0.1%
168000.0
1
<0.1%
170000.0
4
<0.1%
172000.0
3
<0.1%
173000.0
1
<0.1%
173268.0
1
<0.1%
175000.0
6
<0.1%
176000.0
2
<0.1%
178000.0
6
<0.1%
180000.0
27
<0.1%
180100.0
1
<0.1%
181000.0
3
<0.1%
LARGEST VALUES
1258000.0
1
<0.1%
1248000.0
1
<0.1%
1232000.0
1
<0.1%
1220000.0
1
<0.1%
1210000.0
2
<0.1%
1208000.0
2
<0.1%
1205000.0
1
<0.1%
1200000.0
4
<0.1%
1188000.0
1
<0.1%
1186888.0
1
<0.1%
1185000.0
3
<0.1%
1180000.0
1
<0.1%
1170000.0
2
<0.1%
1168000.0
1
<0.1%
1160000.0
2
<0.1%
id
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
floor_area_sqft
0.76
floor_area_sqm
0.76
3room_sold
-0.67
resale_price
0.52
total_dwelling_units
-0.47
5room_sold
0.46
exec_sold
0.41
year_completed
0.39
lease_commence_date
0.38
hdb_age
-0.38
Hawker_Within_2km
-0.28
Hawker_Nearest_Distance
0.27
hawker_market_stalls
-0.26
2room_sold
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.36
Hawker_Within_500m
0.33
Mall_Within_500m
0.13
mrt_interchange
0.13
bus_interchange
0.09
Tranc_Year
0.08
affiliation
0.07
pri_sch_affiliation
0.05
1room_sold
0.04
multigen_sold
0.03
other_room_rental
0.02
MOST FREQUENT VALUES
88471
1
<0.1%
0
0.0%
179280
1
<0.1%
0
0.0%
69235
1
<0.1%
0
0.0%
93361
1
<0.1%
0
0.0%
25687
1
<0.1%
0
0.0%
134238
1
<0.1%
0
0.0%
101069
1
<0.1%
0
0.0%
81791
1
<0.1%
0
0.0%
132270
1
<0.1%
0
0.0%
116440
1
<0.1%
0
0.0%
151279
1
<0.1%
0
0.0%
136536
1
<0.1%
0
0.0%
46264
1
<0.1%
0
0.0%
152611
1
<0.1%
0
0.0%
118375
1
<0.1%
0
0.0%
SMALLEST VALUES
1
1
<0.1%
0
0.0%
2
1
<0.1%
0
0.0%
3
1
<0.1%
0
0.0%
4
1
<0.1%
0
0.0%
5
1
<0.1%
0
0.0%
6
1
<0.1%
0
0.0%
8
1
<0.1%
0
0.0%
9
1
<0.1%
0
0.0%
10
1
<0.1%
0
0.0%
12
1
<0.1%
0
0.0%
13
1
<0.1%
0
0.0%
15
1
<0.1%
0
0.0%
16
1
<0.1%
0
0.0%
17
1
<0.1%
0
0.0%
18
1
<0.1%
0
0.0%
LARGEST VALUES
185966
1
<0.1%
0
0.0%
185963
1
<0.1%
0
0.0%
185962
1
<0.1%
0
0.0%
185961
1
<0.1%
0
0.0%
185960
1
<0.1%
0
0.0%
185959
1
<0.1%
0
0.0%
185958
1
<0.1%
0
0.0%
185956
1
<0.1%
0
0.0%
185955
1
<0.1%
0
0.0%
185954
1
<0.1%
0
0.0%
185953
1
<0.1%
0
0.0%
185952
1
<0.1%
0
0.0%
185951
1
<0.1%
0
0.0%
185950
1
<0.1%
0
0.0%
185949
1
<0.1%
0
0.0%
floor_area_sqm
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
floor_area_sqft
1.00
id
0.76
resale_price
0.65
3room_sold
-0.59
exec_sold
0.51
total_dwelling_units
-0.43
5room_sold
0.39
Hawker_Within_2km
-0.30
year_completed
0.29
lease_commence_date
0.28
hdb_age
-0.28
2room_sold
-0.24
pri_sch_latitude
0.22
bus_stop_latitude
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.35
Hawker_Within_500m
0.32
Mall_Within_500m
0.12
affiliation
0.08
mrt_interchange
0.08
1room_sold
0.06
bus_interchange
0.05
multigen_sold
0.05
pri_sch_affiliation
0.04
Tranc_Year
0.04
other_room_rental
0.01
MOST FREQUENT VALUES
67.0
9,745
6.5%
1,072
6.4%
110.0
8,034
5.3%
882
5.3%
92.0
6,919
4.6%
741
4.4%
104.0
6,238
4.1%
683
4.1%
93.0
5,642
3.7%
650
3.9%
68.0
5,280
3.5%
620
3.7%
90.0
5,151
3.4%
616
3.7%
91.0
4,679
3.1%
468
2.8%
84.0
4,507
3.0%
493
2.9%
121.0
4,278
2.8%
455
2.7%
103.0
3,612
2.4%
448
2.7%
65.0
3,530
2.3%
420
2.5%
73.0
3,499
2.3%
362
2.2%
122.0
3,318
2.2%
359
2.1%
74.0
2,891
1.9%
341
2.0%
SMALLEST VALUES
31.0
82
<0.1%
7
<0.1%
34.0
23
<0.1%
3
<0.1%
35.0
4
<0.1%
1
<0.1%
37.0
2
<0.1%
0
0.0%
38.0
5
<0.1%
1
<0.1%
39.0
1
<0.1%
0
0.0%
40.0
83
<0.1%
11
<0.1%
41.0
16
<0.1%
2
<0.1%
42.0
81
<0.1%
14
<0.1%
43.0
79
<0.1%
10
<0.1%
44.0
279
0.2%
27
0.2%
45.0
296
0.2%
32
0.2%
46.0
269
0.2%
29
0.2%
47.0
432
0.3%
48
0.3%
48.0
99
<0.1%
18
0.1%
LARGEST VALUES
280.0
1
<0.1%
0
0.0%
249.0
2
<0.1%
0
0.0%
243.0
1
<0.1%
1
<0.1%
237.0
1
<0.1%
0
0.0%
215.0
3
<0.1%
0
0.0%
199.0
1
<0.1%
0
0.0%
192.0
45
<0.1%
4
<0.1%
190.0
3
<0.1%
0
0.0%
189.0
55
<0.1%
5
<0.1%
188.0
2
<0.1%
0
0.0%
187.0
7
<0.1%
2
<0.1%
186.0
3
<0.1%
1
<0.1%
185.0
1
<0.1%
0
0.0%
184.0
9
<0.1%
0
0.0%
183.0
1
<0.1%
0
0.0%
lease_commence_date
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
hdb_age
-1.00
year_completed
0.99
Hawker_Nearest_Distance
0.50
3room_sold
-0.50
max_floor_lvl
0.46
id
0.38
hawker_market_stalls
-0.37
pri_sch_latitude
0.37
bus_stop_latitude
0.36
Latitude
0.36
mrt_latitude
0.36
sec_sch_latitude
0.36
resale_price
0.35
5room_sold
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.50
Hawker_Within_500m
0.41
mrt_interchange
0.27
bus_interchange
0.24
Mall_Within_500m
0.21
Tranc_Year
0.21
pri_sch_affiliation
0.12
affiliation
0.09
1room_sold
0.03
other_room_rental
0.02
multigen_sold
0.01
MOST FREQUENT VALUES
1985
10,655
7.1%
1,140
6.8%
1984
7,602
5.0%
866
5.2%
1988
6,531
4.3%
720
4.3%
2001
5,977
4.0%
633
3.8%
1987
5,227
3.5%
598
3.6%
1997
5,106
3.4%
588
3.5%
2015
4,989
3.3%
525
3.1%
2003
4,975
3.3%
589
3.5%
1978
4,851
3.2%
538
3.2%
1998
4,846
3.2%
545
3.3%
1986
4,777
3.2%
519
3.1%
1999
4,758
3.2%
499
3.0%
2000
4,604
3.1%
506
3.0%
1996
4,277
2.8%
456
2.7%
1989
4,246
2.8%
467
2.8%
SMALLEST VALUES
1966
16
<0.1%
1
<0.1%
1967
872
0.6%
110
0.7%
1968
218
0.1%
29
0.2%
1969
871
0.6%
101
0.6%
1970
1,385
0.9%
159
0.9%
1971
832
0.6%
104
0.6%
1972
797
0.5%
88
0.5%
1973
959
0.6%
119
0.7%
1974
1,796
1.2%
201
1.2%
1975
2,064
1.4%
250
1.5%
1976
2,778
1.8%
304
1.8%
1977
2,379
1.6%
255
1.5%
1978
4,851
3.2%
538
3.2%
1979
3,866
2.6%
467
2.8%
1980
3,952
2.6%
451
2.7%
LARGEST VALUES
2019
8
<0.1%
1
<0.1%
2018
7
<0.1%
0
0.0%
2017
407
0.3%
43
0.3%
2016
2,269
1.5%
256
1.5%
2015
4,989
3.3%
525
3.1%
2014
1,858
1.2%
175
1.0%
2013
3,076
2.0%
354
2.1%
2012
2,897
1.9%
321
1.9%
2011
1,582
1.1%
172
1.0%
2010
839
0.6%
107
0.6%
2009
1,094
0.7%
143
0.9%
2008
1,305
0.9%
154
0.9%
2007
527
0.3%
37
0.2%
2006
1,402
0.9%
162
1.0%
2005
1,466
1.0%
172
1.0%
Tranc_Year
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
2020
18,904
13%
2,027
12%
452k
2019
18,019
12%
1,986
12%
432k
2018
17,536
12%
1,929
12%
441k
2017
16,674
11%
1,806
11%
445k
2012
16,180
11%
1,813
11%
465k
2016
15,624
10%
1,797
11%
439k
2015
14,311
10%
1,669
10%
434k
2013
13,085
9%
1,415
8%
476k
2014
12,985
9%
1,471
9%
443k
2021
7,316
5%
824
5%
492k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Tranc_Year
PROVIDES INFORMATION ON...
multigen_sold
0.04
other_room_rental
0.04
1room_sold
0.01
mrt_interchange
0.01
bus_interchange
0.00
Hawker_Within_500m
0.00
Hawker_Within_1km
0.00
Mall_Within_500m
0.00
affiliation
0.00
pri_sch_affiliation
0.00

THESE FEATURES
GIVE INFORMATION
ON Tranc_Year:
mrt_interchange
0.00
Hawker_Within_1km
0.00
bus_interchange
0.00
Hawker_Within_500m
0.00
Mall_Within_500m
0.00
multigen_sold
0.00
affiliation
0.00
other_room_rental
0.00
pri_sch_affiliation
0.00
1room_sold
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Tranc_Year
CORRELATION RATIO WITH...
Tranc_Month
0.29
year_completed
0.22
lease_commence_date
0.21
hdb_age
0.21
max_floor_lvl
0.11
resale_price
0.11
lower
0.09
Hawker_Nearest_Distance
0.09
id
0.08
mid_storey
0.08
mid
0.08
upper
0.07
studio_apartment_sold
0.07
mrt_nearest_distance
0.07
Tranc_Month
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
id
0.01
upper
-0.01
resale_price
-0.01
sec_sch_nearest_dist
-0.00
1room_rental
0.00
floor_area_sqm
0.00
floor_area_sqft
0.00
vacancy
0.00
cutoff_point
-0.00
mrt_latitude
0.00
sec_sch_latitude
0.00
4room_sold
-0.00
lower
0.00
Mall_Within_1km
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Tranc_Year
0.29
Hawker_Within_1km
0.01
Mall_Within_500m
0.01
Hawker_Within_500m
0.01
multigen_sold
0.00
pri_sch_affiliation
0.00
other_room_rental
0.00
affiliation
0.00
1room_sold
0.00
bus_interchange
0.00
mrt_interchange
0.00
MOST FREQUENT VALUES
3
14,524
9.6%
1,624
9.7%
7
13,816
9.2%
1,480
8.8%
4
13,559
9.0%
1,556
9.3%
10
13,522
9.0%
1,531
9.1%
8
13,337
8.9%
1,488
8.9%
6
13,072
8.7%
1,449
8.7%
9
12,639
8.4%
1,409
8.4%
11
12,510
8.3%
1,327
7.9%
5
12,036
8.0%
1,370
8.2%
12
11,256
7.5%
1,267
7.6%
1
10,960
7.3%
1,184
7.1%
2
9,403
6.2%
1,052
6.3%
SMALLEST VALUES
1
10,960
7.3%
1,184
7.1%
2
9,403
6.2%
1,052
6.3%
3
14,524
9.6%
1,624
9.7%
4
13,559
9.0%
1,556
9.3%
5
12,036
8.0%
1,370
8.2%
6
13,072
8.7%
1,449
8.7%
7
13,816
9.2%
1,480
8.8%
8
13,337
8.9%
1,488
8.9%
9
12,639
8.4%
1,409
8.4%
10
13,522
9.0%
1,531
9.1%
11
12,510
8.3%
1,327
7.9%
12
11,256
7.5%
1,267
7.6%
LARGEST VALUES
12
11,256
7.5%
1,267
7.6%
11
12,510
8.3%
1,327
7.9%
10
13,522
9.0%
1,531
9.1%
9
12,639
8.4%
1,409
8.4%
8
13,337
8.9%
1,488
8.9%
7
13,816
9.2%
1,480
8.8%
6
13,072
8.7%
1,449
8.7%
5
12,036
8.0%
1,370
8.2%
4
13,559
9.0%
1,556
9.3%
3
14,524
9.6%
1,624
9.7%
2
9,403
6.2%
1,052
6.3%
1
10,960
7.3%
1,184
7.1%
mid_storey
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mid
1.00
lower
1.00
upper
1.00
max_floor_lvl
0.56
resale_price
0.35
year_completed
0.27
lease_commence_date
0.27
hdb_age
-0.27
total_dwelling_units
0.22
5room_sold
0.22
4room_sold
0.19
Hawker_Within_2km
0.17
Latitude
-0.11
bus_stop_latitude
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.17
Hawker_Within_500m
0.08
Tranc_Year
0.08
mrt_interchange
0.07
Mall_Within_500m
0.05
bus_interchange
0.02
pri_sch_affiliation
0.02
other_room_rental
0.01
affiliation
0.01
multigen_sold
0.01
1room_sold
0.01
MOST FREQUENT VALUES
5
34,699
23.0%
3,813
22.8%
8
33,104
22.0%
3,657
21.8%
2
27,592
18.3%
3,100
18.5%
11
27,189
18.0%
3,001
17.9%
14
12,553
8.3%
1,448
8.7%
17
5,549
3.7%
627
3.7%
20
2,387
1.6%
256
1.5%
3
2,168
1.4%
250
1.5%
23
1,777
1.2%
183
1.1%
13
1,008
0.7%
115
0.7%
26
912
0.6%
104
0.6%
29
566
0.4%
55
0.3%
32
247
0.2%
24
0.1%
35
246
0.2%
22
0.1%
38
231
0.2%
30
0.2%
SMALLEST VALUES
2
27,592
18.3%
3,100
18.5%
3
2,168
1.4%
250
1.5%
5
34,699
23.0%
3,813
22.8%
8
33,104
22.0%
3,657
21.8%
11
27,189
18.0%
3,001
17.9%
13
1,008
0.7%
115
0.7%
14
12,553
8.3%
1,448
8.7%
17
5,549
3.7%
627
3.7%
18
212
0.1%
27
0.2%
20
2,387
1.6%
256
1.5%
23
1,777
1.2%
183
1.1%
26
912
0.6%
104
0.6%
28
29
<0.1%
3
<0.1%
29
566
0.4%
55
0.3%
32
247
0.2%
24
0.1%
LARGEST VALUES
50
10
<0.1%
1
<0.1%
47
24
<0.1%
3
<0.1%
44
21
<0.1%
3
<0.1%
41
108
<0.1%
15
<0.1%
38
231
0.2%
30
0.2%
35
246
0.2%
22
0.1%
33
2
<0.1%
0
0.0%
32
247
0.2%
24
0.1%
29
566
0.4%
55
0.3%
28
29
<0.1%
3
<0.1%
26
912
0.6%
104
0.6%
23
1,777
1.2%
183
1.1%
20
2,387
1.6%
256
1.5%
18
212
0.1%
27
0.2%
17
5,549
3.7%
627
3.7%
lower
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mid_storey
1.00
mid
1.00
upper
1.00
max_floor_lvl
0.56
resale_price
0.35
year_completed
0.27
lease_commence_date
0.27
hdb_age
-0.27
total_dwelling_units
0.22
5room_sold
0.22
4room_sold
0.19
Hawker_Within_2km
0.17
Latitude
-0.11
bus_stop_latitude
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.17
Tranc_Year
0.09
Hawker_Within_500m
0.08
mrt_interchange
0.07
Mall_Within_500m
0.05
bus_interchange
0.02
pri_sch_affiliation
0.02
other_room_rental
0.01
affiliation
0.01
multigen_sold
0.01
1room_sold
0.01
MOST FREQUENT VALUES
4
34,699
23.0%
3,813
22.8%
7
31,119
20.7%
3,410
20.4%
1
29,760
19.8%
3,350
20.0%
10
27,189
18.0%
3,001
17.9%
13
12,553
8.3%
1,448
8.7%
16
5,761
3.8%
654
3.9%
19
2,387
1.6%
256
1.5%
6
1,985
1.3%
247
1.5%
22
1,695
1.1%
178
1.1%
11
1,008
0.7%
115
0.7%
25
912
0.6%
104
0.6%
28
566
0.4%
55
0.3%
31
249
0.2%
24
0.1%
34
246
0.2%
22
0.1%
37
226
0.2%
30
0.2%
SMALLEST VALUES
1
29,760
19.8%
3,350
20.0%
4
34,699
23.0%
3,813
22.8%
6
1,985
1.3%
247
1.5%
7
31,119
20.7%
3,410
20.4%
10
27,189
18.0%
3,001
17.9%
11
1,008
0.7%
115
0.7%
13
12,553
8.3%
1,448
8.7%
16
5,761
3.8%
654
3.9%
19
2,387
1.6%
256
1.5%
21
82
<0.1%
5
<0.1%
22
1,695
1.1%
178
1.1%
25
912
0.6%
104
0.6%
26
29
<0.1%
3
<0.1%
28
566
0.4%
55
0.3%
31
249
0.2%
24
0.1%
LARGEST VALUES
49
10
<0.1%
1
<0.1%
46
24
<0.1%
3
<0.1%
43
21
<0.1%
3
<0.1%
40
108
<0.1%
15
<0.1%
37
226
0.2%
30
0.2%
36
5
<0.1%
0
0.0%
34
246
0.2%
22
0.1%
31
249
0.2%
24
0.1%
28
566
0.4%
55
0.3%
26
29
<0.1%
3
<0.1%
25
912
0.6%
104
0.6%
22
1,695
1.1%
178
1.1%
21
82
<0.1%
5
<0.1%
19
2,387
1.6%
256
1.5%
16
5,761
3.8%
654
3.9%
upper
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mid_storey
1.00
mid
1.00
lower
1.00
max_floor_lvl
0.56
resale_price
0.35
year_completed
0.27
lease_commence_date
0.26
hdb_age
-0.26
total_dwelling_units
0.22
5room_sold
0.22
4room_sold
0.19
Hawker_Within_2km
0.17
Latitude
-0.11
bus_stop_latitude
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.17
Hawker_Within_500m
0.08
mrt_interchange
0.07
Tranc_Year
0.07
Mall_Within_500m
0.05
bus_interchange
0.02
pri_sch_affiliation
0.02
other_room_rental
0.01
affiliation
0.01
multigen_sold
0.01
1room_sold
0.01
MOST FREQUENT VALUES
6
34,699
23.0%
3,813
22.8%
9
31,119
20.7%
3,410
20.4%
3
27,592
18.3%
3,100
18.5%
12
27,189
18.0%
3,001
17.9%
15
13,561
9.0%
1,563
9.3%
18
5,549
3.7%
627
3.7%
21
2,387
1.6%
256
1.5%
5
2,168
1.4%
250
1.5%
10
1,985
1.3%
247
1.5%
24
1,695
1.1%
178
1.1%
27
912
0.6%
104
0.6%
30
595
0.4%
58
0.3%
33
247
0.2%
24
0.1%
36
246
0.2%
22
0.1%
39
226
0.2%
30
0.2%
SMALLEST VALUES
3
27,592
18.3%
3,100
18.5%
5
2,168
1.4%
250
1.5%
6
34,699
23.0%
3,813
22.8%
9
31,119
20.7%
3,410
20.4%
10
1,985
1.3%
247
1.5%
12
27,189
18.0%
3,001
17.9%
15
13,561
9.0%
1,563
9.3%
18
5,549
3.7%
627
3.7%
20
212
0.1%
27
0.2%
21
2,387
1.6%
256
1.5%
24
1,695
1.1%
178
1.1%
25
82
<0.1%
5
<0.1%
27
912
0.6%
104
0.6%
30
595
0.4%
58
0.3%
33
247
0.2%
24
0.1%
LARGEST VALUES
51
10
<0.1%
1
<0.1%
48
24
<0.1%
3
<0.1%
45
21
<0.1%
3
<0.1%
42
108
<0.1%
15
<0.1%
40
5
<0.1%
0
0.0%
39
226
0.2%
30
0.2%
36
246
0.2%
22
0.1%
35
2
<0.1%
0
0.0%
33
247
0.2%
24
0.1%
30
595
0.4%
58
0.3%
27
912
0.6%
104
0.6%
25
82
<0.1%
5
<0.1%
24
1,695
1.1%
178
1.1%
21
2,387
1.6%
256
1.5%
20
212
0.1%
27
0.2%
mid
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
mid_storey
1.00
lower
1.00
upper
1.00
max_floor_lvl
0.56
resale_price
0.35
year_completed
0.27
lease_commence_date
0.27
hdb_age
-0.27
total_dwelling_units
0.22
5room_sold
0.22
4room_sold
0.19
Hawker_Within_2km
0.17
Latitude
-0.11
bus_stop_latitude
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.17
Hawker_Within_500m
0.08
Tranc_Year
0.08
mrt_interchange
0.07
Mall_Within_500m
0.05
bus_interchange
0.02
pri_sch_affiliation
0.02
other_room_rental
0.01
affiliation
0.01
multigen_sold
0.01
1room_sold
0.01
MOST FREQUENT VALUES
5
34,699
23.0%
3,813
22.8%
8
33,104
22.0%
3,657
21.8%
2
27,592
18.3%
3,100
18.5%
11
27,189
18.0%
3,001
17.9%
14
12,553
8.3%
1,448
8.7%
17
5,549
3.7%
627
3.7%
20
2,387
1.6%
256
1.5%
3
2,168
1.4%
250
1.5%
23
1,777
1.2%
183
1.1%
13
1,008
0.7%
115
0.7%
26
912
0.6%
104
0.6%
29
566
0.4%
55
0.3%
32
247
0.2%
24
0.1%
35
246
0.2%
22
0.1%
38
231
0.2%
30
0.2%
SMALLEST VALUES
2
27,592
18.3%
3,100
18.5%
3
2,168
1.4%
250
1.5%
5
34,699
23.0%
3,813
22.8%
8
33,104
22.0%
3,657
21.8%
11
27,189
18.0%
3,001
17.9%
13
1,008
0.7%
115
0.7%
14
12,553
8.3%
1,448
8.7%
17
5,549
3.7%
627
3.7%
18
212
0.1%
27
0.2%
20
2,387
1.6%
256
1.5%
23
1,777
1.2%
183
1.1%
26
912
0.6%
104
0.6%
28
29
<0.1%
3
<0.1%
29
566
0.4%
55
0.3%
32
247
0.2%
24
0.1%
LARGEST VALUES
50
10
<0.1%
1
<0.1%
47
24
<0.1%
3
<0.1%
44
21
<0.1%
3
<0.1%
41
108
<0.1%
15
<0.1%
38
231
0.2%
30
0.2%
35
246
0.2%
22
0.1%
33
2
<0.1%
0
0.0%
32
247
0.2%
24
0.1%
29
566
0.4%
55
0.3%
28
29
<0.1%
3
<0.1%
26
912
0.6%
104
0.6%
23
1,777
1.2%
183
1.1%
20
2,387
1.6%
256
1.5%
18
212
0.1%
27
0.2%
17
5,549
3.7%
627
3.7%
floor_area_sqft
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
floor_area_sqm
1.00
id
0.76
resale_price
0.65
3room_sold
-0.59
exec_sold
0.51
total_dwelling_units
-0.43
5room_sold
0.39
Hawker_Within_2km
-0.30
year_completed
0.29
lease_commence_date
0.28
hdb_age
-0.28
2room_sold
-0.24
pri_sch_latitude
0.22
bus_stop_latitude
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.35
Hawker_Within_500m
0.32
Mall_Within_500m
0.12
affiliation
0.08
mrt_interchange
0.08
1room_sold
0.06
bus_interchange
0.05
multigen_sold
0.05
pri_sch_affiliation
0.04
Tranc_Year
0.04
other_room_rental
0.01
MOST FREQUENT VALUES
721.188
9,745
6.5%
1,072
6.4%
1184.04
8,034
5.3%
882
5.3%
990.288
6,919
4.6%
741
4.4%
1119.456
6,238
4.1%
683
4.1%
1001.052
5,642
3.7%
650
3.9%
731.952
5,280
3.5%
620
3.7%
968.76
5,151
3.4%
616
3.7%
979.524
4,679
3.1%
468
2.8%
904.176
4,507
3.0%
493
2.9%
1302.444
4,278
2.8%
455
2.7%
1108.692
3,612
2.4%
448
2.7%
699.66
3,530
2.3%
420
2.5%
785.772
3,499
2.3%
362
2.2%
1313.208
3,318
2.2%
359
2.1%
796.536
2,891
1.9%
341
2.0%
SMALLEST VALUES
333.684
82
<0.1%
7
<0.1%
365.976
23
<0.1%
3
<0.1%
376.74
4
<0.1%
1
<0.1%
398.268
2
<0.1%
0
0.0%
409.032
5
<0.1%
1
<0.1%
419.796
1
<0.1%
0
0.0%
430.56
83
<0.1%
11
<0.1%
441.324
16
<0.1%
2
<0.1%
452.088
81
<0.1%
14
<0.1%
462.852
79
<0.1%
10
<0.1%
473.616
279
0.2%
27
0.2%
484.38
296
0.2%
32
0.2%
495.144
269
0.2%
29
0.2%
505.908
432
0.3%
48
0.3%
516.672
99
<0.1%
18
0.1%
LARGEST VALUES
3013.92
1
<0.1%
0
0.0%
2680.236
2
<0.1%
0
0.0%
2615.652
1
<0.1%
1
<0.1%
2551.068
1
<0.1%
0
0.0%
2314.26
3
<0.1%
0
0.0%
2142.036
1
<0.1%
0
0.0%
2066.688
45
<0.1%
4
<0.1%
2045.16
3
<0.1%
0
0.0%
2034.396
55
<0.1%
5
<0.1%
2023.632
2
<0.1%
0
0.0%
2012.868
7
<0.1%
2
<0.1%
2002.104
3
<0.1%
1
<0.1%
1991.34
1
<0.1%
0
0.0%
1980.576
9
<0.1%
0
0.0%
1969.812
1
<0.1%
0
0.0%
hdb_age
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
lease_commence_date
-1.00
year_completed
-0.99
Hawker_Nearest_Distance
-0.50
3room_sold
0.50
max_floor_lvl
-0.46
id
-0.38
hawker_market_stalls
0.37
pri_sch_latitude
-0.37
bus_stop_latitude
-0.36
Latitude
-0.36
mrt_latitude
-0.36
sec_sch_latitude
-0.36
resale_price
-0.35
5room_sold
-0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.50
Hawker_Within_500m
0.41
mrt_interchange
0.27
bus_interchange
0.24
Mall_Within_500m
0.21
Tranc_Year
0.21
pri_sch_affiliation
0.12
affiliation
0.09
1room_sold
0.03
other_room_rental
0.02
multigen_sold
0.01
MOST FREQUENT VALUES
36
10,655
7.1%
1,140
6.8%
37
7,602
5.0%
866
5.2%
33
6,531
4.3%
720
4.3%
20
5,977
4.0%
633
3.8%
34
5,227
3.5%
598
3.6%
24
5,106
3.4%
588
3.5%
6
4,989
3.3%
525
3.1%
18
4,975
3.3%
589
3.5%
43
4,851
3.2%
538
3.2%
23
4,846
3.2%
545
3.3%
35
4,777
3.2%
519
3.1%
22
4,758
3.2%
499
3.0%
21
4,604
3.1%
506
3.0%
25
4,277
2.8%
456
2.7%
32
4,246
2.8%
467
2.8%
SMALLEST VALUES
2
8
<0.1%
1
<0.1%
3
7
<0.1%
0
0.0%
4
407
0.3%
43
0.3%
5
2,269
1.5%
256
1.5%
6
4,989
3.3%
525
3.1%
7
1,858
1.2%
175
1.0%
8
3,076
2.0%
354
2.1%
9
2,897
1.9%
321
1.9%
10
1,582
1.1%
172
1.0%
11
839
0.6%
107
0.6%
12
1,094
0.7%
143
0.9%
13
1,305
0.9%
154
0.9%
14
527
0.3%
37
0.2%
15
1,402
0.9%
162
1.0%
16
1,466
1.0%
172
1.0%
LARGEST VALUES
55
16
<0.1%
1
<0.1%
54
872
0.6%
110
0.7%
53
218
0.1%
29
0.2%
52
871
0.6%
101
0.6%
51
1,385
0.9%
159
0.9%
50
832
0.6%
104
0.6%
49
797
0.5%
88
0.5%
48
959
0.6%
119
0.7%
47
1,796
1.2%
201
1.2%
46
2,064
1.4%
250
1.5%
45
2,778
1.8%
304
1.8%
44
2,379
1.6%
255
1.5%
43
4,851
3.2%
538
3.2%
42
3,866
2.6%
467
2.8%
41
3,952
2.6%
451
2.7%
max_floor_lvl
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
lower
0.56
mid_storey
0.56
mid
0.56
upper
0.56
resale_price
0.50
year_completed
0.46
lease_commence_date
0.46
hdb_age
-0.46
5room_sold
0.40
total_dwelling_units
0.38
4room_sold
0.35
Hawker_Within_2km
0.28
Latitude
-0.22
bus_stop_latitude
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.28
Hawker_Within_500m
0.14
mrt_interchange
0.11
Tranc_Year
0.11
Mall_Within_500m
0.10
affiliation
0.02
other_room_rental
0.02
bus_interchange
0.02
pri_sch_affiliation
0.01
multigen_sold
0.01
1room_sold
0.01
MOST FREQUENT VALUES
12
34,192
22.7%
3,764
22.5%
16
18,663
12.4%
2,142
12.8%
13
16,975
11.3%
1,875
11.2%
11
9,580
6.4%
1,061
6.3%
15
9,183
6.1%
1,063
6.4%
10
8,473
5.6%
963
5.8%
14
8,225
5.5%
867
5.2%
17
8,004
5.3%
878
5.2%
25
5,262
3.5%
602
3.6%
18
4,872
3.2%
563
3.4%
4
4,382
2.9%
488
2.9%
30
3,096
2.1%
334
2.0%
9
2,940
2.0%
310
1.9%
20
2,491
1.7%
283
1.7%
40
2,366
1.6%
242
1.4%
SMALLEST VALUES
2
132
<0.1%
11
<0.1%
3
58
<0.1%
1
<0.1%
4
4,382
2.9%
488
2.9%
5
78
<0.1%
10
<0.1%
6
57
<0.1%
7
<0.1%
7
43
<0.1%
4
<0.1%
8
920
0.6%
86
0.5%
9
2,940
2.0%
310
1.9%
10
8,473
5.6%
963
5.8%
11
9,580
6.4%
1,061
6.3%
12
34,192
22.7%
3,764
22.5%
13
16,975
11.3%
1,875
11.2%
14
8,225
5.5%
867
5.2%
15
9,183
6.1%
1,063
6.4%
16
18,663
12.4%
2,142
12.8%
LARGEST VALUES
50
369
0.2%
41
0.2%
48
5
<0.1%
0
0.0%
47
92
<0.1%
12
<0.1%
43
107
<0.1%
10
<0.1%
42
111
<0.1%
7
<0.1%
40
2,366
1.6%
242
1.4%
38
141
<0.1%
10
<0.1%
36
54
<0.1%
4
<0.1%
35
95
<0.1%
8
<0.1%
34
55
<0.1%
9
<0.1%
33
4
<0.1%
1
<0.1%
31
70
<0.1%
12
<0.1%
30
3,096
2.1%
334
2.0%
29
193
0.1%
21
0.1%
28
585
0.4%
65
0.4%
year_completed
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
lease_commence_date
0.99
hdb_age
-0.99
Hawker_Nearest_Distance
0.50
3room_sold
-0.49
max_floor_lvl
0.46
id
0.39
hawker_market_stalls
-0.37
pri_sch_latitude
0.36
bus_stop_latitude
0.36
Latitude
0.36
resale_price
0.35
sec_sch_latitude
0.35
mrt_latitude
0.35
5room_sold
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.50
Hawker_Within_500m
0.41
mrt_interchange
0.26
bus_interchange
0.25
Tranc_Year
0.22
Mall_Within_500m
0.21
pri_sch_affiliation
0.12
affiliation
0.10
1room_sold
0.03
other_room_rental
0.02
multigen_sold
0.01
MOST FREQUENT VALUES
1984
11,842
7.9%
1,307
7.8%
1985
7,280
4.8%
787
4.7%
1999
6,395
4.2%
676
4.0%
1998
5,839
3.9%
627
3.7%
1986
5,826
3.9%
642
3.8%
2000
5,536
3.7%
599
3.6%
1983
5,337
3.5%
613
3.7%
1997
5,020
3.3%
529
3.2%
2001
4,618
3.1%
576
3.4%
1987
4,569
3.0%
536
3.2%
1996
4,421
2.9%
569
3.4%
1978
4,408
2.9%
537
3.2%
1977
4,320
2.9%
464
2.8%
2014
4,173
2.8%
428
2.6%
1988
4,003
2.7%
412
2.5%
SMALLEST VALUES
1949
124
<0.1%
17
0.1%
1959
86
<0.1%
10
<0.1%
1962
299
0.2%
46
0.3%
1963
600
0.4%
67
0.4%
1964
938
0.6%
117
0.7%
1965
609
0.4%
64
0.4%
1966
164
0.1%
24
0.1%
1967
418
0.3%
47
0.3%
1968
521
0.3%
62
0.4%
1969
566
0.4%
61
0.4%
1970
652
0.4%
75
0.4%
1971
545
0.4%
60
0.4%
1972
535
0.4%
60
0.4%
1973
1,788
1.2%
212
1.3%
1974
2,357
1.6%
275
1.6%
LARGEST VALUES
2018
8
<0.1%
1
<0.1%
2017
6
<0.1%
0
0.0%
2016
117
<0.1%
15
<0.1%
2015
2,019
1.3%
225
1.3%
2014
4,173
2.8%
428
2.6%
2013
2,493
1.7%
263
1.6%
2012
2,094
1.4%
214
1.3%
2011
3,692
2.5%
416
2.5%
2010
1,616
1.1%
197
1.2%
2009
1,300
0.9%
135
0.8%
2008
829
0.6%
110
0.7%
2007
1,293
0.9%
154
0.9%
2006
540
0.4%
49
0.3%
2005
1,109
0.7%
123
0.7%
2004
1,164
0.8%
128
0.8%
total_dwelling_units
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
3room_sold
0.68
id
-0.47
floor_area_sqft
-0.43
floor_area_sqm
-0.43
max_floor_lvl
0.38
Hawker_Within_2km
0.32
pri_sch_latitude
-0.27
bus_stop_latitude
-0.27
Latitude
-0.27
4room_sold
0.27
sec_sch_latitude
-0.27
mrt_latitude
-0.26
hawker_market_stalls
0.26
Hawker_Nearest_Distance
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.40
Hawker_Within_500m
0.35
affiliation
0.12
bus_interchange
0.09
mrt_interchange
0.07
Mall_Within_500m
0.06
1room_sold
0.05
multigen_sold
0.02
pri_sch_affiliation
0.02
Tranc_Year
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
110
8,223
5.5%
926
5.5%
96
7,391
4.9%
799
4.8%
120
5,677
3.8%
617
3.7%
132
4,958
3.3%
528
3.2%
90
4,476
3.0%
516
3.1%
88
3,925
2.6%
467
2.8%
84
3,373
2.2%
337
2.0%
80
2,576
1.7%
296
1.8%
112
2,425
1.6%
273
1.6%
72
2,080
1.4%
228
1.4%
114
1,957
1.3%
200
1.2%
108
1,783
1.2%
189
1.1%
104
1,708
1.1%
202
1.2%
92
1,660
1.1%
189
1.1%
150
1,657
1.1%
207
1.2%
SMALLEST VALUES
2
3
<0.1%
0
0.0%
3
19
<0.1%
0
0.0%
4
9
<0.1%
1
<0.1%
6
40
<0.1%
8
<0.1%
7
13
<0.1%
0
0.0%
8
141
<0.1%
13
<0.1%
9
7
<0.1%
0
0.0%
10
25
<0.1%
2
<0.1%
11
6
<0.1%
1
<0.1%
12
128
<0.1%
12
<0.1%
13
13
<0.1%
0
0.0%
14
42
<0.1%
3
<0.1%
15
56
<0.1%
9
<0.1%
16
466
0.3%
57
0.3%
17
23
<0.1%
3
<0.1%
LARGEST VALUES
570
33
<0.1%
3
<0.1%
539
83
<0.1%
4
<0.1%
499
15
<0.1%
1
<0.1%
475
54
<0.1%
8
<0.1%
456
57
<0.1%
10
<0.1%
438
83
<0.1%
17
0.1%
437
84
<0.1%
10
<0.1%
436
94
<0.1%
6
<0.1%
434
165
0.1%
24
0.1%
432
78
<0.1%
6
<0.1%
389
82
<0.1%
2
<0.1%
387
51
<0.1%
6
<0.1%
386
68
<0.1%
9
<0.1%
382
32
<0.1%
2
<0.1%
379
99
<0.1%
9
<0.1%
1room_sold
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
0
150,552
>99%
16,730
>99%
449k
255
82
<1%
7
<1%
207k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
1room_sold
PROVIDES INFORMATION ON...
pri_sch_affiliation
0.00
Hawker_Within_1km
0.00
Hawker_Within_500m
0.00
bus_interchange
0.00
mrt_interchange
0.00
Mall_Within_500m
0.00
affiliation
0.00
other_room_rental
0.00
multigen_sold
0.00
Tranc_Year
0.00

THESE FEATURES
GIVE INFORMATION
ON 1room_sold:
Hawker_Within_1km
0.35
pri_sch_affiliation
0.26
Hawker_Within_500m
0.16
bus_interchange
0.09
Mall_Within_500m
0.06
mrt_interchange
0.04
Tranc_Year
0.01
affiliation
0.00
multigen_sold
0.00
other_room_rental
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
1room_sold
CORRELATION RATIO WITH...
floor_area_sqm
0.06
floor_area_sqft
0.06
Hawker_Within_2km
0.06
1room_rental
0.06
total_dwelling_units
0.05
pri_sch_latitude
0.05
sec_sch_latitude
0.05
bus_stop_latitude
0.05
Latitude
0.05
mrt_latitude
0.04
id
0.04
resale_price
0.04
Mall_Nearest_Distance
0.04
hdb_age
0.03
2room_sold
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
2room_rental
0.28
id
-0.25
floor_area_sqm
-0.24
floor_area_sqft
-0.24
resale_price
-0.15
total_dwelling_units
0.14
4room_sold
-0.12
5room_sold
-0.12
1room_rental
0.08
Hawker_Within_2km
0.07
studio_apartment_sold
0.06
3room_sold
0.05
Mall_Within_2km
0.05
exec_sold
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_500m
0.11
Hawker_Within_1km
0.10
Tranc_Year
0.06
affiliation
0.03
Mall_Within_500m
0.02
bus_interchange
0.02
pri_sch_affiliation
0.01
1room_sold
0.00
multigen_sold
0.00
mrt_interchange
0.00
other_room_rental
0.00
MOST FREQUENT VALUES
0
144,324
95.8%
16,027
95.8%
3
300
0.2%
39
0.2%
10
296
0.2%
31
0.2%
1
274
0.2%
25
0.1%
9
231
0.2%
24
0.1%
15
228
0.2%
24
0.1%
28
226
0.2%
23
0.1%
7
193
0.1%
10
<0.1%
4
191
0.1%
23
0.1%
29
183
0.1%
26
0.2%
12
165
0.1%
20
0.1%
59
159
0.1%
20
0.1%
50
148
<0.1%
16
<0.1%
120
139
<0.1%
15
<0.1%
48
130
<0.1%
15
<0.1%
SMALLEST VALUES
0
144,324
95.8%
16,027
95.8%
1
274
0.2%
25
0.1%
2
65
<0.1%
6
<0.1%
3
300
0.2%
39
0.2%
4
191
0.1%
23
0.1%
5
107
<0.1%
10
<0.1%
6
110
<0.1%
9
<0.1%
7
193
0.1%
10
<0.1%
8
67
<0.1%
13
<0.1%
9
231
0.2%
24
0.1%
10
296
0.2%
31
0.2%
11
29
<0.1%
4
<0.1%
12
165
0.1%
20
0.1%
13
41
<0.1%
4
<0.1%
14
17
<0.1%
1
<0.1%
LARGEST VALUES
225
37
<0.1%
4
<0.1%
160
33
<0.1%
6
<0.1%
153
32
<0.1%
4
<0.1%
144
30
<0.1%
4
<0.1%
128
27
<0.1%
3
<0.1%
126
30
<0.1%
2
<0.1%
120
139
<0.1%
15
<0.1%
115
36
<0.1%
5
<0.1%
113
61
<0.1%
11
<0.1%
112
19
<0.1%
0
0.0%
111
46
<0.1%
5
<0.1%
107
26
<0.1%
5
<0.1%
106
19
<0.1%
4
<0.1%
105
17
<0.1%
5
<0.1%
104
43
<0.1%
7
<0.1%
3room_sold
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_dwelling_units
0.68
id
-0.67
floor_area_sqft
-0.59
floor_area_sqm
-0.59
lease_commence_date
-0.50
hdb_age
0.50
year_completed
-0.49
resale_price
-0.41
5room_sold
-0.40
Hawker_Nearest_Distance
-0.32
Hawker_Within_2km
0.31
hawker_market_stalls
0.30
4room_sold
-0.29
pri_sch_latitude
-0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.45
Hawker_Within_500m
0.40
affiliation
0.17
mrt_interchange
0.15
Mall_Within_500m
0.12
bus_interchange
0.11
Tranc_Year
0.06
pri_sch_affiliation
0.03
1room_sold
0.01
multigen_sold
0.01
other_room_rental
0.01
MOST FREQUENT VALUES
0
95,671
63.5%
10,607
63.4%
66
6,240
4.1%
721
4.3%
30
1,184
0.8%
139
0.8%
24
1,097
0.7%
119
0.7%
110
798
0.5%
89
0.5%
128
789
0.5%
86
0.5%
68
781
0.5%
84
0.5%
130
768
0.5%
75
0.4%
72
758
0.5%
92
0.5%
124
657
0.4%
67
0.4%
116
615
0.4%
48
0.3%
120
598
0.4%
67
0.4%
132
563
0.4%
64
0.4%
54
536
0.4%
63
0.4%
106
528
0.4%
61
0.4%
SMALLEST VALUES
0
95,671
63.5%
10,607
63.4%
1
157
0.1%
30
0.2%
2
161
0.1%
17
0.1%
3
84
<0.1%
5
<0.1%
4
68
<0.1%
12
<0.1%
5
17
<0.1%
3
<0.1%
6
387
0.3%
48
0.3%
7
16
<0.1%
0
0.0%
8
363
0.2%
47
0.3%
9
106
<0.1%
5
<0.1%
10
57
<0.1%
6
<0.1%
11
36
<0.1%
4
<0.1%
12
261
0.2%
21
0.1%
13
44
<0.1%
4
<0.1%
14
322
0.2%
40
0.2%
LARGEST VALUES
528
83
<0.1%
4
<0.1%
462
54
<0.1%
8
<0.1%
436
83
<0.1%
17
0.1%
434
84
<0.1%
10
<0.1%
432
94
<0.1%
6
<0.1%
428
165
0.1%
24
0.1%
424
78
<0.1%
6
<0.1%
378
51
<0.1%
6
<0.1%
376
68
<0.1%
9
<0.1%
354
64
<0.1%
4
<0.1%
346
47
<0.1%
7
<0.1%
322
46
<0.1%
4
<0.1%
320
48
<0.1%
6
<0.1%
310
27
<0.1%
2
<0.1%
304
66
<0.1%
4
<0.1%
4room_sold
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
max_floor_lvl
0.35
year_completed
0.30
exec_sold
-0.30
3room_sold
-0.29
lease_commence_date
0.29
hdb_age
-0.29
total_dwelling_units
0.27
lower
0.19
mid_storey
0.19
mid
0.19
upper
0.19
2room_sold
-0.12
resale_price
0.09
hawker_food_stalls
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.11
affiliation
0.07
Hawker_Within_500m
0.07
Mall_Within_500m
0.06
mrt_interchange
0.05
Tranc_Year
0.05
bus_interchange
0.03
1room_sold
0.03
multigen_sold
0.02
pri_sch_affiliation
0.01
other_room_rental
0.01
MOST FREQUENT VALUES
0
30,379
20.2%
3,297
19.7%
44
5,925
3.9%
680
4.1%
22
5,601
3.7%
606
3.6%
48
4,333
2.9%
491
2.9%
66
3,292
2.2%
377
2.3%
24
3,073
2.0%
357
2.1%
60
2,800
1.9%
314
1.9%
96
2,316
1.5%
255
1.5%
32
2,244
1.5%
246
1.5%
30
2,138
1.4%
229
1.4%
110
2,008
1.3%
211
1.3%
56
1,995
1.3%
206
1.2%
64
1,968
1.3%
214
1.3%
20
1,903
1.3%
229
1.4%
28
1,879
1.2%
237
1.4%
SMALLEST VALUES
0
30,379
20.2%
3,297
19.7%
1
976
0.6%
119
0.7%
2
700
0.5%
79
0.5%
3
511
0.3%
66
0.4%
4
927
0.6%
108
0.6%
5
418
0.3%
47
0.3%
6
304
0.2%
28
0.2%
7
238
0.2%
28
0.2%
8
776
0.5%
85
0.5%
9
96
<0.1%
7
<0.1%
10
316
0.2%
37
0.2%
11
159
0.1%
21
0.1%
12
1,308
0.9%
146
0.9%
13
178
0.1%
16
<0.1%
14
398
0.3%
42
0.3%
LARGEST VALUES
316
57
<0.1%
8
<0.1%
308
59
<0.1%
7
<0.1%
282
21
<0.1%
4
<0.1%
269
72
<0.1%
10
<0.1%
266
41
<0.1%
6
<0.1%
254
106
<0.1%
14
<0.1%
248
57
<0.1%
10
<0.1%
244
42
<0.1%
4
<0.1%
240
153
0.1%
11
<0.1%
233
37
<0.1%
5
<0.1%
228
33
<0.1%
3
<0.1%
227
37
<0.1%
2
<0.1%
226
38
<0.1%
4
<0.1%
224
75
<0.1%
13
<0.1%
222
27
<0.1%
5
<0.1%
5room_sold
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
id
0.46
3room_sold
-0.40
max_floor_lvl
0.40
floor_area_sqft
0.39
floor_area_sqm
0.39
resale_price
0.36
year_completed
0.34
lease_commence_date
0.33
hdb_age
-0.33
mid_storey
0.22
mid
0.22
upper
0.22
lower
0.22
Hawker_Nearest_Distance
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.20
Hawker_Within_500m
0.17
mrt_interchange
0.11
Mall_Within_500m
0.09
affiliation
0.06
Tranc_Year
0.04
pri_sch_affiliation
0.04
bus_interchange
0.03
1room_sold
0.02
multigen_sold
0.02
other_room_rental
0.02
MOST FREQUENT VALUES
0
62,782
41.7%
7,002
41.8%
1
7,080
4.7%
772
4.6%
2
5,005
3.3%
582
3.5%
40
3,705
2.5%
402
2.4%
96
3,178
2.1%
353
2.1%
60
2,618
1.7%
278
1.7%
3
2,142
1.4%
228
1.4%
44
2,093
1.4%
251
1.5%
32
1,904
1.3%
198
1.2%
48
1,874
1.2%
210
1.3%
56
1,645
1.1%
186
1.1%
72
1,640
1.1%
191
1.1%
30
1,632
1.1%
195
1.2%
58
1,626
1.1%
183
1.1%
42
1,552
1.0%
172
1.0%
SMALLEST VALUES
0
62,782
41.7%
7,002
41.8%
1
7,080
4.7%
772
4.6%
2
5,005
3.3%
582
3.5%
3
2,142
1.4%
228
1.4%
4
1,266
0.8%
139
0.8%
5
1,061
0.7%
136
0.8%
6
843
0.6%
94
0.6%
7
627
0.4%
74
0.4%
8
591
0.4%
64
0.4%
9
452
0.3%
51
0.3%
10
586
0.4%
71
0.4%
11
357
0.2%
41
0.2%
12
424
0.3%
44
0.3%
13
224
0.1%
16
<0.1%
14
325
0.2%
38
0.2%
LARGEST VALUES
164
111
<0.1%
7
<0.1%
161
74
<0.1%
5
<0.1%
158
377
0.3%
39
0.2%
152
32
<0.1%
1
<0.1%
150
62
<0.1%
7
<0.1%
148
60
<0.1%
2
<0.1%
140
77
<0.1%
10
<0.1%
135
35
<0.1%
1
<0.1%
134
23
<0.1%
6
<0.1%
132
17
<0.1%
3
<0.1%
128
59
<0.1%
6
<0.1%
126
69
<0.1%
8
<0.1%
124
21
<0.1%
1
<0.1%
123
33
<0.1%
4
<0.1%
120
164
0.1%
18
0.1%
exec_sold
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
floor_area_sqm
0.51
floor_area_sqft
0.51
id
0.41
resale_price
0.34
4room_sold
-0.30
total_dwelling_units
-0.20
3room_sold
-0.16
5room_sold
-0.16
Hawker_Within_2km
-0.16
pri_sch_latitude
0.09
bus_stop_latitude
0.09
Latitude
0.09
sec_sch_latitude
0.09
mrt_latitude
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.15
Hawker_Within_500m
0.12
Mall_Within_500m
0.07
bus_interchange
0.05
mrt_interchange
0.03
Tranc_Year
0.02
affiliation
0.02
1room_sold
0.01
multigen_sold
0.01
other_room_rental
0.00
pri_sch_affiliation
0.00
MOST FREQUENT VALUES
0
124,614
82.7%
13,916
83.1%
1
5,183
3.4%
602
3.6%
2
2,908
1.9%
312
1.9%
3
1,311
0.9%
143
0.9%
60
952
0.6%
114
0.7%
84
948
0.6%
87
0.5%
72
734
0.5%
72
0.4%
90
627
0.4%
81
0.5%
80
609
0.4%
72
0.4%
32
603
0.4%
46
0.3%
8
574
0.4%
51
0.3%
44
491
0.3%
59
0.4%
4
482
0.3%
53
0.3%
64
432
0.3%
32
0.2%
22
408
0.3%
43
0.3%
SMALLEST VALUES
0
124,614
82.7%
13,916
83.1%
1
5,183
3.4%
602
3.6%
2
2,908
1.9%
312
1.9%
3
1,311
0.9%
143
0.9%
4
482
0.3%
53
0.3%
5
166
0.1%
28
0.2%
6
246
0.2%
28
0.2%
7
38
<0.1%
6
<0.1%
8
574
0.4%
51
0.3%
9
8
<0.1%
0
0.0%
10
76
<0.1%
4
<0.1%
11
162
0.1%
11
<0.1%
12
118
<0.1%
10
<0.1%
13
68
<0.1%
14
<0.1%
14
285
0.2%
44
0.3%
LARGEST VALUES
135
15
<0.1%
3
<0.1%
132
48
<0.1%
4
<0.1%
129
28
<0.1%
2
<0.1%
126
23
<0.1%
3
<0.1%
125
20
<0.1%
4
<0.1%
124
20
<0.1%
2
<0.1%
123
17
<0.1%
3
<0.1%
120
51
<0.1%
5
<0.1%
116
41
<0.1%
10
<0.1%
111
100
<0.1%
11
<0.1%
110
31
<0.1%
3
<0.1%
109
8
<0.1%
1
<0.1%
108
36
<0.1%
6
<0.1%
102
10
<0.1%
2
<0.1%
100
30
<0.1%
2
<0.1%
multigen_sold
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
0
150,557
>99%
16,727
>99%
449k
66
28
<1%
4
<1%
749k
50
14
<1%
1
<1%
780k
22
13
<1%
1
<1%
470k
20
9
<1%
2
<1%
386k
45
9
<1%
0
0%
569k
48
4
<1%
2
<1%
905k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
multigen_sold
PROVIDES INFORMATION ON...
bus_interchange
0.00
Mall_Within_500m
0.00
Hawker_Within_1km
0.00
Hawker_Within_500m
0.00
mrt_interchange
0.00
pri_sch_affiliation
0.00
affiliation
0.00
Tranc_Year
0.00
1room_sold
0.00
other_room_rental
0.00

THESE FEATURES
GIVE INFORMATION
ON multigen_sold:
Hawker_Within_1km
0.14
Mall_Within_500m
0.08
bus_interchange
0.08
Hawker_Within_500m
0.05
Tranc_Year
0.04
mrt_interchange
0.03
pri_sch_affiliation
0.01
affiliation
0.00
1room_sold
0.00
other_room_rental
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
multigen_sold
CORRELATION RATIO WITH...
floor_area_sqft
0.05
floor_area_sqm
0.05
resale_price
0.04
id
0.03
Mall_Nearest_Distance
0.02
total_dwelling_units
0.02
Latitude
0.02
pri_sch_latitude
0.02
bus_stop_latitude
0.02
mrt_latitude
0.02
sec_sch_latitude
0.02
hawker_market_stalls
0.02
4room_sold
0.02
5room_sold
0.02
studio_apartment_sold
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
year_completed
0.14
lease_commence_date
0.14
hdb_age
-0.14
max_floor_lvl
0.11
total_dwelling_units
0.10
lower
0.07
mid_storey
0.07
mid
0.07
upper
0.07
2room_sold
0.06
floor_area_sqft
-0.05
floor_area_sqm
-0.05
Hawker_Within_2km
0.05
5room_sold
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.08
Tranc_Year
0.07
Hawker_Within_500m
0.05
bus_interchange
0.02
Mall_Within_500m
0.02
affiliation
0.02
pri_sch_affiliation
0.01
mrt_interchange
0.01
1room_sold
0.00
multigen_sold
0.00
other_room_rental
0.00
MOST FREQUENT VALUES
0
149,226
99.1%
16,592
99.1%
35
137
<0.1%
17
0.1%
34
125
<0.1%
12
<0.1%
31
82
<0.1%
2
<0.1%
41
74
<0.1%
9
<0.1%
19
65
<0.1%
6
<0.1%
36
54
<0.1%
7
<0.1%
21
46
<0.1%
5
<0.1%
47
36
<0.1%
3
<0.1%
42
33
<0.1%
3
<0.1%
39
32
<0.1%
3
<0.1%
48
31
<0.1%
2
<0.1%
29
30
<0.1%
3
<0.1%
43
29
<0.1%
1
<0.1%
75
28
<0.1%
3
<0.1%
SMALLEST VALUES
0
149,226
99.1%
16,592
99.1%
11
27
<0.1%
3
<0.1%
16
19
<0.1%
2
<0.1%
17
23
<0.1%
2
<0.1%
19
65
<0.1%
6
<0.1%
21
46
<0.1%
5
<0.1%
23
20
<0.1%
4
<0.1%
25
23
<0.1%
3
<0.1%
28
14
<0.1%
0
0.0%
29
30
<0.1%
3
<0.1%
31
82
<0.1%
2
<0.1%
33
20
<0.1%
3
<0.1%
34
125
<0.1%
12
<0.1%
35
137
<0.1%
17
0.1%
36
54
<0.1%
7
<0.1%
LARGEST VALUES
142
4
<0.1%
0
0.0%
132
17
<0.1%
4
<0.1%
131
24
<0.1%
1
<0.1%
123
16
<0.1%
1
<0.1%
122
8
<0.1%
0
0.0%
118
8
<0.1%
0
0.0%
117
5
<0.1%
0
0.0%
105
7
<0.1%
0
0.0%
101
11
<0.1%
0
0.0%
99
4
<0.1%
1
<0.1%
98
4
<0.1%
1
<0.1%
97
9
<0.1%
0
0.0%
94
2
<0.1%
2
<0.1%
92
10
<0.1%
1
<0.1%
87
15
<0.1%
0
0.0%
1room_rental
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
2room_rental
0.15
2room_sold
0.08
3room_rental
0.07
floor_area_sqft
-0.06
floor_area_sqm
-0.06
id
-0.05
total_dwelling_units
0.04
resale_price
-0.04
4room_sold
-0.03
5room_sold
-0.02
vacancy
0.02
Hawker_Nearest_Distance
-0.02
hawker_market_stalls
0.01
pri_sch_nearest_distance
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
1room_sold
0.06
Hawker_Within_500m
0.03
affiliation
0.03
Hawker_Within_1km
0.02
mrt_interchange
0.02
Mall_Within_500m
0.01
pri_sch_affiliation
0.01
Tranc_Year
0.01
bus_interchange
0.00
multigen_sold
0.00
other_room_rental
0.00
MOST FREQUENT VALUES
0
150,332
99.8%
16,711
99.8%
5
82
<0.1%
7
<0.1%
16
72
<0.1%
3
<0.1%
20
57
<0.1%
1
<0.1%
84
22
<0.1%
3
<0.1%
110
18
<0.1%
5
<0.1%
57
17
<0.1%
4
<0.1%
48
15
<0.1%
1
<0.1%
91
13
<0.1%
0
0.0%
36
5
<0.1%
1
<0.1%
10
1
<0.1%
1
<0.1%
SMALLEST VALUES
0
150,332
99.8%
16,711
99.8%
5
82
<0.1%
7
<0.1%
10
1
<0.1%
1
<0.1%
16
72
<0.1%
3
<0.1%
20
57
<0.1%
1
<0.1%
36
5
<0.1%
1
<0.1%
48
15
<0.1%
1
<0.1%
57
17
<0.1%
4
<0.1%
84
22
<0.1%
3
<0.1%
91
13
<0.1%
0
0.0%
110
18
<0.1%
5
<0.1%
LARGEST VALUES
110
18
<0.1%
5
<0.1%
91
13
<0.1%
0
0.0%
84
22
<0.1%
3
<0.1%
57
17
<0.1%
4
<0.1%
48
15
<0.1%
1
<0.1%
36
5
<0.1%
1
<0.1%
20
57
<0.1%
1
<0.1%
16
72
<0.1%
3
<0.1%
10
1
<0.1%
1
<0.1%
5
82
<0.1%
7
<0.1%
0
150,332
99.8%
16,711
99.8%
2room_rental
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
3room_rental
0.33
2room_sold
0.28
total_dwelling_units
0.16
1room_rental
0.15
floor_area_sqm
-0.11
floor_area_sqft
-0.11
id
-0.09
year_completed
-0.09
resale_price
-0.08
lease_commence_date
-0.07
hdb_age
0.07
4room_sold
-0.06
Hawker_Within_2km
0.05
Hawker_Nearest_Distance
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.12
Hawker_Within_500m
0.10
pri_sch_affiliation
0.03
affiliation
0.03
bus_interchange
0.03
mrt_interchange
0.02
Tranc_Year
0.02
Mall_Within_500m
0.01
1room_sold
0.00
multigen_sold
0.00
other_room_rental
0.00
MOST FREQUENT VALUES
0
148,770
98.8%
16,516
98.7%
1
499
0.3%
60
0.4%
2
204
0.1%
31
0.2%
3
151
0.1%
23
0.1%
4
99
<0.1%
12
<0.1%
16
72
<0.1%
3
<0.1%
6
62
<0.1%
6
<0.1%
20
58
<0.1%
2
<0.1%
5
51
<0.1%
9
<0.1%
89
38
<0.1%
5
<0.1%
93
37
<0.1%
4
<0.1%
63
34
<0.1%
5
<0.1%
452
33
<0.1%
3
<0.1%
271
32
<0.1%
2
<0.1%
48
30
<0.1%
4
<0.1%
SMALLEST VALUES
0
148,770
98.8%
16,516
98.7%
1
499
0.3%
60
0.4%
2
204
0.1%
31
0.2%
3
151
0.1%
23
0.1%
4
99
<0.1%
12
<0.1%
5
51
<0.1%
9
<0.1%
6
62
<0.1%
6
<0.1%
15
13
<0.1%
0
0.0%
16
72
<0.1%
3
<0.1%
20
58
<0.1%
2
<0.1%
41
11
<0.1%
1
<0.1%
42
11
<0.1%
2
<0.1%
45
18
<0.1%
4
<0.1%
48
30
<0.1%
4
<0.1%
57
5
<0.1%
1
<0.1%
LARGEST VALUES
452
33
<0.1%
3
<0.1%
386
15
<0.1%
1
<0.1%
271
32
<0.1%
2
<0.1%
260
4
<0.1%
0
0.0%
254
19
<0.1%
2
<0.1%
219
11
<0.1%
1
<0.1%
180
17
<0.1%
1
<0.1%
157
11
<0.1%
0
0.0%
149
22
<0.1%
4
<0.1%
139
25
<0.1%
2
<0.1%
138
10
<0.1%
0
0.0%
134
8
<0.1%
2
<0.1%
133
12
<0.1%
0
0.0%
128
7
<0.1%
1
<0.1%
127
6
<0.1%
0
0.0%
3room_rental
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
2room_rental
0.33
total_dwelling_units
0.14
3room_sold
0.14
year_completed
-0.12
floor_area_sqft
-0.11
floor_area_sqm
-0.11
lease_commence_date
-0.11
hdb_age
0.11
id
-0.10
resale_price
-0.08
1room_rental
0.07
Hawker_Nearest_Distance
-0.07
5room_sold
-0.07
4room_sold
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_500m
0.10
Hawker_Within_1km
0.08
mrt_interchange
0.03
bus_interchange
0.03
other_room_rental
0.03
Tranc_Year
0.02
Mall_Within_500m
0.02
pri_sch_affiliation
0.02
affiliation
0.01
1room_sold
0.00
multigen_sold
0.00
MOST FREQUENT VALUES
0
146,805
97.5%
16,319
97.5%
1
2,618
1.7%
298
1.8%
2
544
0.4%
54
0.3%
3
175
0.1%
17
0.1%
7
108
<0.1%
5
<0.1%
4
99
<0.1%
9
<0.1%
5
84
<0.1%
10
<0.1%
17
39
<0.1%
4
<0.1%
12
37
<0.1%
7
<0.1%
13
36
<0.1%
6
<0.1%
24
33
<0.1%
3
<0.1%
14
24
<0.1%
1
<0.1%
15
22
<0.1%
2
<0.1%
10
9
<0.1%
1
<0.1%
23
1
<0.1%
1
<0.1%
SMALLEST VALUES
0
146,805
97.5%
16,319
97.5%
1
2,618
1.7%
298
1.8%
2
544
0.4%
54
0.3%
3
175
0.1%
17
0.1%
4
99
<0.1%
9
<0.1%
5
84
<0.1%
10
<0.1%
7
108
<0.1%
5
<0.1%
10
9
<0.1%
1
<0.1%
12
37
<0.1%
7
<0.1%
13
36
<0.1%
6
<0.1%
14
24
<0.1%
1
<0.1%
15
22
<0.1%
2
<0.1%
17
39
<0.1%
4
<0.1%
23
1
<0.1%
1
<0.1%
24
33
<0.1%
3
<0.1%
LARGEST VALUES
24
33
<0.1%
3
<0.1%
23
1
<0.1%
1
<0.1%
17
39
<0.1%
4
<0.1%
15
22
<0.1%
2
<0.1%
14
24
<0.1%
1
<0.1%
13
36
<0.1%
6
<0.1%
12
37
<0.1%
7
<0.1%
10
9
<0.1%
1
<0.1%
7
108
<0.1%
5
<0.1%
5
84
<0.1%
10
<0.1%
4
99
<0.1%
9
<0.1%
3
175
0.1%
17
0.1%
2
544
0.4%
54
0.3%
1
2,618
1.7%
298
1.8%
0
146,805
97.5%
16,319
97.5%
other_room_rental
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
0
150,602
>99%
16,736
>99%
449k
2
19
<1%
0
0%
674k
1
13
<1%
1
<1%
318k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
other_room_rental
PROVIDES INFORMATION ON...
Hawker_Within_500m
0.00
Hawker_Within_1km
0.00
bus_interchange
0.00
pri_sch_affiliation
0.00
mrt_interchange
0.00
Mall_Within_500m
0.00
affiliation
0.00
Tranc_Year
0.00
1room_sold
0.00
multigen_sold
0.00

THESE FEATURES
GIVE INFORMATION
ON other_room_rental:
Hawker_Within_1km
0.16
Hawker_Within_500m
0.10
Tranc_Year
0.04
Mall_Within_500m
0.03
bus_interchange
0.02
mrt_interchange
0.02
pri_sch_affiliation
0.01
affiliation
0.00
1room_sold
0.00
multigen_sold
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
other_room_rental
CORRELATION RATIO WITH...
hawker_market_stalls
0.04
Mall_Within_2km
0.03
3room_rental
0.03
max_floor_lvl
0.02
Hawker_Within_2km
0.02
resale_price
0.02
year_completed
0.02
lease_commence_date
0.02
hdb_age
0.02
5room_sold
0.02
id
0.02
total_dwelling_units
0.01
Mall_Nearest_Distance
0.01
hawker_food_stalls
0.01
Latitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bus_stop_latitude
1.00
pri_sch_latitude
1.00
sec_sch_latitude
1.00
mrt_latitude
0.99
Hawker_Within_2km
-0.66
hawker_market_stalls
-0.45
Hawker_Nearest_Distance
0.39
lease_commence_date
0.36
hdb_age
-0.36
year_completed
0.36
3room_sold
-0.29
total_dwelling_units
-0.27
sec_sch_nearest_dist
-0.25
pri_sch_nearest_distance
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.61
Hawker_Within_500m
0.45
bus_interchange
0.30
Mall_Within_500m
0.21
pri_sch_affiliation
0.14
affiliation
0.13
mrt_interchange
0.12
1room_sold
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
1.300727923
106
<0.1%
14
<0.1%
1.301200354
99
<0.1%
9
<0.1%
1.346405382
94
<0.1%
6
<0.1%
1.34561977
84
<0.1%
10
<0.1%
1.348235674
84
<0.1%
8
<0.1%
1.330293034
83
<0.1%
4
<0.1%
1.345651758
83
<0.1%
17
0.1%
1.278361373
82
<0.1%
7
<0.1%
1.300517009
82
<0.1%
2
<0.1%
1.348241225
81
<0.1%
16
<0.1%
1.307555926
79
<0.1%
4
<0.1%
1.346574753
78
<0.1%
6
<0.1%
1.336277758
75
<0.1%
8
<0.1%
1.306514064
75
<0.1%
5
<0.1%
1.432323551
72
<0.1%
3
<0.1%
SMALLEST VALUES
1.270379512
18
<0.1%
3
<0.1%
1.270918709
35
<0.1%
0
0.0%
1.271408833
55
<0.1%
6
<0.1%
1.271462566
21
<0.1%
2
<0.1%
1.271690611
5
<0.1%
0
0.0%
1.271747245
14
<0.1%
2
<0.1%
1.271757071
37
<0.1%
4
<0.1%
1.271908423
15
<0.1%
0
0.0%
1.272044271
12
<0.1%
5
<0.1%
1.272085585
15
<0.1%
2
<0.1%
1.272099266
27
<0.1%
3
<0.1%
1.272201815
14
<0.1%
0
0.0%
1.272332606
8
<0.1%
0
0.0%
1.272346698
11
<0.1%
2
<0.1%
1.272397327
10
<0.1%
1
<0.1%
LARGEST VALUES
1.457071216
46
<0.1%
3
<0.1%
1.456657638
27
<0.1%
3
<0.1%
1.456546013
29
<0.1%
2
<0.1%
1.456424863
40
<0.1%
6
<0.1%
1.456235091
30
<0.1%
2
<0.1%
1.45611279
34
<0.1%
2
<0.1%
1.456036997
37
<0.1%
4
<0.1%
1.456027402
45
<0.1%
1
<0.1%
1.455998695
36
<0.1%
7
<0.1%
1.455952918
21
<0.1%
4
<0.1%
1.455880569
34
<0.1%
3
<0.1%
1.455598437
30
<0.1%
2
<0.1%
1.455484507
30
<0.1%
5
<0.1%
1.455299736
36
<0.1%
4
<0.1%
1.455201021
34
<0.1%
3
<0.1%
Longitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bus_stop_longitude
1.00
pri_sch_longitude
1.00
sec_sch_longitude
1.00
mrt_longitude
1.00
hawker_market_stalls
-0.24
hawker_food_stalls
-0.21
Mall_Within_2km
0.14
pri_sch_nearest_distance
-0.11
Hawker_Within_2km
0.11
resale_price
0.11
max_floor_lvl
-0.08
bus_stop_nearest_distance
0.07
Mall_Nearest_Distance
0.07
vacancy
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pri_sch_affiliation
0.13
Mall_Within_500m
0.12
Hawker_Within_1km
0.11
mrt_interchange
0.09
bus_interchange
0.09
affiliation
0.05
Hawker_Within_500m
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
1room_sold
0.01
MOST FREQUENT VALUES
103.7994173
106
<0.1%
14
<0.1%
103.7989219
99
<0.1%
9
<0.1%
103.7107771
94
<0.1%
6
<0.1%
103.711613
84
<0.1%
10
<0.1%
103.713244
84
<0.1%
8
<0.1%
103.8591658
83
<0.1%
4
<0.1%
103.7099972
83
<0.1%
17
0.1%
103.819384
82
<0.1%
7
<0.1%
103.7989763
82
<0.1%
2
<0.1%
103.7140979
81
<0.1%
16
<0.1%
103.7944436
79
<0.1%
4
<0.1%
103.7144271
78
<0.1%
6
<0.1%
103.794223
75
<0.1%
5
<0.1%
103.8440449
75
<0.1%
8
<0.1%
103.8475657
72
<0.1%
10
<0.1%
SMALLEST VALUES
103.6852284
21
<0.1%
2
<0.1%
103.6852343
1
<0.1%
1
<0.1%
103.6859308
18
<0.1%
1
<0.1%
103.6859367
22
<0.1%
3
<0.1%
103.6860611
17
<0.1%
1
<0.1%
103.6862886
19
<0.1%
3
<0.1%
103.6863745
18
<0.1%
5
<0.1%
103.6864521
19
<0.1%
2
<0.1%
103.6866098
18
<0.1%
0
0.0%
103.6868369
9
<0.1%
1
<0.1%
103.6871707
4
<0.1%
1
<0.1%
103.6872696
5
<0.1%
0
0.0%
103.6873543
12
<0.1%
0
0.0%
103.6875769
9
<0.1%
1
<0.1%
103.6878156
23
<0.1%
6
<0.1%
LARGEST VALUES
103.9878045
9
<0.1%
0
0.0%
103.9874628
6
<0.1%
1
<0.1%
103.986846
23
<0.1%
5
<0.1%
103.9650337
12
<0.1%
1
<0.1%
103.9649154
3
<0.1%
3
<0.1%
103.9643986
9
<0.1%
0
0.0%
103.9642038
6
<0.1%
1
<0.1%
103.9641132
11
<0.1%
1
<0.1%
103.9640289
13
<0.1%
2
<0.1%
103.9639632
12
<0.1%
0
0.0%
103.9638826
5
<0.1%
0
0.0%
103.9638194
7
<0.1%
2
<0.1%
103.963727
9
<0.1%
2
<0.1%
103.9635362
8
<0.1%
1
<0.1%
103.9634759
9
<0.1%
0
0.0%
Mall_Nearest_Distance
MISSING:
829
(<1%)
84
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Mall_Within_1km
-0.34
lease_commence_date
-0.26
hdb_age
0.26
year_completed
-0.26
pri_sch_latitude
-0.24
mrt_latitude
-0.23
sec_sch_latitude
-0.23
Latitude
-0.23
bus_stop_latitude
-0.23
hawker_market_stalls
0.23
Hawker_Nearest_Distance
-0.21
vacancy
-0.21
pri_sch_nearest_distance
0.17
Hawker_Within_2km
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mall_Within_500m
0.71
bus_interchange
0.34
Hawker_Within_1km
0.26
mrt_interchange
0.24
Hawker_Within_500m
0.14
pri_sch_affiliation
0.13
affiliation
0.07
Tranc_Year
0.06
1room_sold
0.04
multigen_sold
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
1252.549574
106
<0.1%
14
<0.1%
1183.259451
99
<0.1%
9
<0.1%
188.7450766
94
<0.1%
6
<0.1%
126.9129054
84
<0.1%
10
<0.1%
223.0535414
84
<0.1%
8
<0.1%
286.8411585
83
<0.1%
17
0.1%
997.9436219
83
<0.1%
4
<0.1%
1255.929168
82
<0.1%
2
<0.1%
1246.092272
82
<0.1%
7
<0.1%
274.4970869
81
<0.1%
16
<0.1%
402.056124
79
<0.1%
4
<0.1%
218.6245559
78
<0.1%
6
<0.1%
519.7120762
75
<0.1%
5
<0.1%
564.2884569
75
<0.1%
8
<0.1%
264.7247205
72
<0.1%
10
<0.1%
SMALLEST VALUES
0.0
30
<0.1%
1
<0.1%
34.26558116
15
<0.1%
0
0.0%
42.23320902
9
<0.1%
2
<0.1%
52.04213217
7
<0.1%
1
<0.1%
53.63412887
15
<0.1%
2
<0.1%
54.09844383
3
<0.1%
0
0.0%
55.14068586
8
<0.1%
2
<0.1%
56.10190131
18
<0.1%
0
0.0%
56.14714179
4
<0.1%
0
0.0%
56.97625225
3
<0.1%
1
<0.1%
57.87873842
6
<0.1%
2
<0.1%
58.54198941
11
<0.1%
2
<0.1%
61.24561659
19
<0.1%
1
<0.1%
61.40968754
7
<0.1%
0
0.0%
61.52296206
11
<0.1%
2
<0.1%
LARGEST VALUES
3496.40291
6
<0.1%
1
<0.1%
3471.145638
23
<0.1%
5
<0.1%
3435.30713
9
<0.1%
0
0.0%
2343.856005
10
<0.1%
0
0.0%
2316.134592
3
<0.1%
1
<0.1%
2299.497203
4
<0.1%
0
0.0%
2294.521387
12
<0.1%
4
<0.1%
2282.656489
12
<0.1%
0
0.0%
2272.49736
8
<0.1%
0
0.0%
2268.90811
21
<0.1%
1
<0.1%
2261.280342
23
<0.1%
4
<0.1%
2260.225191
10
<0.1%
0
0.0%
2249.445116
8
<0.1%
1
<0.1%
2247.327448
5
<0.1%
1
<0.1%
2243.433704
3
<0.1%
2
<0.1%
Mall_Within_500m
MISSING:
92,789
(62%)
10,292
(61%)
TOP CATEGORIES
resale_price
(avg)
1.0
46,732
81%
5,245
81%
456k
2.0
7,557
13%
810
13%
483k
3.0
2,842
5%
298
5%
475k
4.0
547
<1%
59
<1%
530k
5.0
143
<1%
28
<1%
568k
6.0
24
<1%
5
<1%
653k
ALL
57,845
100%
6,445
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Mall_Within_500m
PROVIDES INFORMATION ON...
multigen_sold
0.08
1room_sold
0.06
affiliation
0.04
bus_interchange
0.04
mrt_interchange
0.03
Hawker_Within_1km
0.03
other_room_rental
0.03
Hawker_Within_500m
0.02
pri_sch_affiliation
0.01
Tranc_Year
0.00

THESE FEATURES
GIVE INFORMATION
ON Mall_Within_500m:
Hawker_Within_1km
0.05
bus_interchange
0.03
mrt_interchange
0.02
Hawker_Within_500m
0.02
affiliation
0.01
pri_sch_affiliation
0.01
Tranc_Year
0.00
multigen_sold
0.00
1room_sold
0.00
other_room_rental
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mall_Within_500m
CORRELATION RATIO WITH...
Mall_Nearest_Distance
0.71
Mall_Within_1km
0.53
Mall_Within_2km
0.27
lease_commence_date
0.21
hdb_age
0.21
mrt_latitude
0.21
year_completed
0.21
pri_sch_latitude
0.21
Latitude
0.21
bus_stop_latitude
0.21
sec_sch_latitude
0.21
Hawker_Within_2km
0.20
Hawker_Nearest_Distance
0.20
hawker_market_stalls
0.17
Mall_Within_1km
MISSING:
25,426
(17%)
2,786
(17%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Mall_Within_2km
0.48
Mall_Nearest_Distance
-0.34
Latitude
-0.17
bus_stop_latitude
-0.17
pri_sch_latitude
-0.17
sec_sch_latitude
-0.17
mrt_latitude
-0.17
sec_sch_nearest_dist
0.13
mrt_nearest_distance
-0.12
max_floor_lvl
0.09
Hawker_Nearest_Distance
-0.08
cutoff_point
0.07
resale_price
0.07
hdb_age
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mall_Within_500m
0.53
mrt_interchange
0.26
bus_interchange
0.22
affiliation
0.15
Hawker_Within_1km
0.11
pri_sch_affiliation
0.08
Hawker_Within_500m
0.03
Tranc_Year
0.03
1room_sold
0.03
multigen_sold
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
1.0
47,601
38.0%
5,270
37.8%
2.0
37,646
30.1%
4,215
30.2%
3.0
23,516
18.8%
2,597
18.6%
4.0
10,045
8.0%
1,153
8.3%
5.0
5,339
4.3%
613
4.4%
6.0
508
0.4%
40
0.3%
11.0
174
0.1%
11
<0.1%
7.0
97
<0.1%
12
<0.1%
9.0
69
<0.1%
3
<0.1%
10.0
49
<0.1%
9
<0.1%
15.0
46
<0.1%
5
<0.1%
14.0
45
<0.1%
10
<0.1%
8.0
32
<0.1%
5
<0.1%
12.0
27
<0.1%
4
<0.1%
13.0
14
<0.1%
4
<0.1%
SMALLEST VALUES
1.0
47,601
38.0%
5,270
37.8%
2.0
37,646
30.1%
4,215
30.2%
3.0
23,516
18.8%
2,597
18.6%
4.0
10,045
8.0%
1,153
8.3%
5.0
5,339
4.3%
613
4.4%
6.0
508
0.4%
40
0.3%
7.0
97
<0.1%
12
<0.1%
8.0
32
<0.1%
5
<0.1%
9.0
69
<0.1%
3
<0.1%
10.0
49
<0.1%
9
<0.1%
11.0
174
0.1%
11
<0.1%
12.0
27
<0.1%
4
<0.1%
13.0
14
<0.1%
4
<0.1%
14.0
45
<0.1%
10
<0.1%
15.0
46
<0.1%
5
<0.1%
LARGEST VALUES
15.0
46
<0.1%
5
<0.1%
14.0
45
<0.1%
10
<0.1%
13.0
14
<0.1%
4
<0.1%
12.0
27
<0.1%
4
<0.1%
11.0
174
0.1%
11
<0.1%
10.0
49
<0.1%
9
<0.1%
9.0
69
<0.1%
3
<0.1%
8.0
32
<0.1%
5
<0.1%
7.0
97
<0.1%
12
<0.1%
6.0
508
0.4%
40
0.3%
5.0
5,339
4.3%
613
4.4%
4.0
10,045
8.0%
1,153
8.3%
3.0
23,516
18.8%
2,597
18.6%
2.0
37,646
30.1%
4,215
30.2%
1.0
47,601
38.0%
5,270
37.8%
Mall_Within_2km
MISSING:
1,940
(1%)
213
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Mall_Within_1km
0.48
Hawker_Within_2km
0.25
mrt_latitude
-0.25
Latitude
-0.25
bus_stop_latitude
-0.25
pri_sch_latitude
-0.24
sec_sch_latitude
-0.24
sec_sch_nearest_dist
0.17
max_floor_lvl
0.16
mrt_nearest_distance
-0.16
Mall_Nearest_Distance
-0.15
bus_stop_longitude
0.14
Longitude
0.14
mrt_longitude
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mall_Within_500m
0.27
Hawker_Within_1km
0.26
Hawker_Within_500m
0.22
affiliation
0.18
bus_interchange
0.10
mrt_interchange
0.09
other_room_rental
0.03
Tranc_Year
0.03
pri_sch_affiliation
0.02
multigen_sold
0.02
1room_sold
0.00
MOST FREQUENT VALUES
4.0
31,331
21.1%
3,581
21.7%
5.0
27,057
18.2%
3,026
18.3%
3.0
26,164
17.6%
2,903
17.6%
6.0
23,954
16.1%
2,630
15.9%
7.0
11,888
8.0%
1,304
7.9%
2.0
10,529
7.1%
1,141
6.9%
8.0
7,192
4.8%
740
4.5%
9.0
2,015
1.4%
227
1.4%
11.0
1,831
1.2%
224
1.4%
10.0
1,666
1.1%
186
1.1%
1.0
1,529
1.0%
166
1.0%
12.0
679
0.5%
76
0.5%
21.0
365
0.2%
41
0.2%
27.0
275
0.2%
31
0.2%
14.0
253
0.2%
33
0.2%
SMALLEST VALUES
1.0
1,529
1.0%
166
1.0%
2.0
10,529
7.1%
1,141
6.9%
3.0
26,164
17.6%
2,903
17.6%
4.0
31,331
21.1%
3,581
21.7%
5.0
27,057
18.2%
3,026
18.3%
6.0
23,954
16.1%
2,630
15.9%
7.0
11,888
8.0%
1,304
7.9%
8.0
7,192
4.8%
740
4.5%
9.0
2,015
1.4%
227
1.4%
10.0
1,666
1.1%
186
1.1%
11.0
1,831
1.2%
224
1.4%
12.0
679
0.5%
76
0.5%
13.0
103
<0.1%
16
<0.1%
14.0
253
0.2%
33
0.2%
15.0
84
<0.1%
6
<0.1%
LARGEST VALUES
43.0
33
<0.1%
3
<0.1%
42.0
77
<0.1%
5
<0.1%
40.0
4
<0.1%
0
0.0%
39.0
30
<0.1%
2
<0.1%
38.0
44
<0.1%
7
<0.1%
37.0
10
<0.1%
3
<0.1%
35.0
18
<0.1%
4
<0.1%
34.0
53
<0.1%
8
<0.1%
33.0
66
<0.1%
7
<0.1%
32.0
111
<0.1%
5
<0.1%
31.0
152
0.1%
21
0.1%
30.0
112
<0.1%
13
<0.1%
29.0
65
<0.1%
4
<0.1%
28.0
74
<0.1%
11
<0.1%
27.0
275
0.2%
31
0.2%
Hawker_Nearest_Distance
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Hawker_Within_2km
-0.54
lease_commence_date
0.50
hdb_age
-0.50
year_completed
0.50
mrt_latitude
0.40
pri_sch_latitude
0.39
Latitude
0.39
bus_stop_latitude
0.39
sec_sch_latitude
0.38
hawker_market_stalls
-0.33
3room_sold
-0.32
id
0.27
pri_sch_nearest_distance
-0.25
total_dwelling_units
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.80
Hawker_Within_500m
0.61
mrt_interchange
0.42
bus_interchange
0.27
Mall_Within_500m
0.20
affiliation
0.13
Tranc_Year
0.09
1room_sold
0.02
other_room_rental
0.01
pri_sch_affiliation
0.01
multigen_sold
0.01
MOST FREQUENT VALUES
193.4059415
106
<0.1%
14
<0.1%
143.1416575
99
<0.1%
9
<0.1%
262.355562
94
<0.1%
6
<0.1%
142.9660318
84
<0.1%
10
<0.1%
329.7092415
84
<0.1%
8
<0.1%
600.0366246
83
<0.1%
4
<0.1%
320.4106388
83
<0.1%
17
0.1%
125.0069222
82
<0.1%
7
<0.1%
148.4930181
82
<0.1%
2
<0.1%
355.5575958
81
<0.1%
16
<0.1%
191.8369331
79
<0.1%
4
<0.1%
226.280318
78
<0.1%
6
<0.1%
223.9445838
75
<0.1%
8
<0.1%
240.9614803
75
<0.1%
5
<0.1%
133.4531155
72
<0.1%
3
<0.1%
SMALLEST VALUES
1.873295478
15
<0.1%
0
0.0%
8.681507551
10
<0.1%
1
<0.1%
20.6734977
12
<0.1%
2
<0.1%
22.01328466
20
<0.1%
1
<0.1%
26.62067337
19
<0.1%
5
<0.1%
33.47248494
12
<0.1%
1
<0.1%
34.44498152
4
<0.1%
1
<0.1%
35.09661561
13
<0.1%
2
<0.1%
35.97965409
4
<0.1%
0
0.0%
36.63039298
25
<0.1%
1
<0.1%
37.3362338
8
<0.1%
0
0.0%
37.7102759
5
<0.1%
1
<0.1%
37.93976081
28
<0.1%
5
<0.1%
38.43184299
12
<0.1%
2
<0.1%
38.71834479
11
<0.1%
1
<0.1%
LARGEST VALUES
4907.036414
2
<0.1%
0
0.0%
4816.062542
13
<0.1%
1
<0.1%
4797.781483
13
<0.1%
0
0.0%
4793.529504
15
<0.1%
0
0.0%
4785.658293
4
<0.1%
0
0.0%
4776.690713
15
<0.1%
1
<0.1%
4775.439544
10
<0.1%
0
0.0%
4774.659106
11
<0.1%
1
<0.1%
4767.540919
23
<0.1%
2
<0.1%
4762.878663
20
<0.1%
1
<0.1%
4760.63908
19
<0.1%
4
<0.1%
4759.847152
11
<0.1%
3
<0.1%
4742.784769
10
<0.1%
0
0.0%
4742.353978
16
<0.1%
1
<0.1%
4725.113654
8
<0.1%
4
<0.1%
Hawker_Within_500m
MISSING:
97,390
(65%)
10,755
(64%)
TOP CATEGORIES
resale_price
(avg)
1.0
37,131
70%
4,142
69%
439k
2.0
12,582
24%
1,444
24%
462k
3.0
2,842
5%
324
5%
493k
4.0
647
1%
68
1%
398k
5.0
42
<1%
4
<1%
565k
ALL
53,244
100%
5,982
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Hawker_Within_500m
PROVIDES INFORMATION ON...
Hawker_Within_1km
0.26
1room_sold
0.16
other_room_rental
0.10
affiliation
0.07
multigen_sold
0.05
mrt_interchange
0.05
bus_interchange
0.04
Mall_Within_500m
0.02
pri_sch_affiliation
0.01
Tranc_Year
0.00

THESE FEATURES
GIVE INFORMATION
ON Hawker_Within_500m:
Hawker_Within_1km
0.44
mrt_interchange
0.03
bus_interchange
0.03
Mall_Within_500m
0.02
affiliation
0.01
pri_sch_affiliation
0.00
Tranc_Year
0.00
1room_sold
0.00
multigen_sold
0.00
other_room_rental
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_500m
CORRELATION RATIO WITH...
Hawker_Within_2km
0.66
Hawker_Nearest_Distance
0.61
pri_sch_latitude
0.45
bus_stop_latitude
0.45
Latitude
0.45
sec_sch_latitude
0.45
mrt_latitude
0.44
year_completed
0.41
hdb_age
0.41
lease_commence_date
0.41
3room_sold
0.40
hawker_market_stalls
0.36
total_dwelling_units
0.35
id
0.33
Hawker_Within_1km
MISSING:
60,868
(40%)
6,729
(40%)
TOP CATEGORIES
resale_price
(avg)
1.0
40,514
45%
4,452
44%
435k
2.0
16,781
19%
1,842
18%
437k
3.0
10,591
12%
1,205
12%
462k
4.0
9,868
11%
1,113
11%
470k
5.0
7,987
9%
959
10%
467k
6.0
2,678
3%
296
3%
501k
7.0
574
<1%
61
<1%
660k
8.0
562
<1%
53
<1%
505k
9.0
211
<1%
27
<1%
676k
ALL
89,766
100%
10,008
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Hawker_Within_1km
PROVIDES INFORMATION ON...
Hawker_Within_500m
0.44
1room_sold
0.35
other_room_rental
0.16
multigen_sold
0.14
affiliation
0.11
mrt_interchange
0.07
bus_interchange
0.06
Mall_Within_500m
0.05
pri_sch_affiliation
0.01
Tranc_Year
0.00

THESE FEATURES
GIVE INFORMATION
ON Hawker_Within_1km:
Hawker_Within_500m
0.26
Mall_Within_500m
0.03
bus_interchange
0.03
mrt_interchange
0.03
affiliation
0.01
pri_sch_affiliation
0.00
Tranc_Year
0.00
1room_sold
0.00
multigen_sold
0.00
other_room_rental
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
CORRELATION RATIO WITH...
Hawker_Within_2km
0.86
Hawker_Nearest_Distance
0.80
pri_sch_latitude
0.61
bus_stop_latitude
0.61
Latitude
0.61
sec_sch_latitude
0.60
mrt_latitude
0.60
lease_commence_date
0.50
hdb_age
0.50
year_completed
0.50
hawker_market_stalls
0.46
3room_sold
0.45
total_dwelling_units
0.40
id
0.36
Hawker_Within_2km
MISSING:
29,202
(19%)
3,254
(19%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pri_sch_latitude
-0.66
bus_stop_latitude
-0.66
Latitude
-0.66
mrt_latitude
-0.65
sec_sch_latitude
-0.65
Hawker_Nearest_Distance
-0.54
hawker_market_stalls
0.38
total_dwelling_units
0.32
year_completed
-0.31
3room_sold
0.31
floor_area_sqm
-0.30
floor_area_sqft
-0.30
hdb_age
0.30
lease_commence_date
-0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.86
Hawker_Within_500m
0.66
bus_interchange
0.30
mrt_interchange
0.22
Mall_Within_500m
0.20
pri_sch_affiliation
0.13
affiliation
0.11
1room_sold
0.06
Tranc_Year
0.04
other_room_rental
0.02
multigen_sold
0.01
MOST FREQUENT VALUES
1.0
30,620
25.2%
3,399
25.2%
2.0
25,625
21.1%
2,807
20.8%
3.0
10,319
8.5%
1,107
8.2%
8.0
9,600
7.9%
1,101
8.2%
5.0
6,925
5.7%
740
5.5%
9.0
6,529
5.4%
775
5.7%
4.0
6,416
5.3%
702
5.2%
7.0
5,713
4.7%
631
4.7%
11.0
5,490
4.5%
593
4.4%
10.0
4,451
3.7%
521
3.9%
12.0
2,448
2.0%
291
2.2%
6.0
2,185
1.8%
242
1.8%
13.0
1,815
1.5%
186
1.4%
14.0
1,042
0.9%
108
0.8%
16.0
810
0.7%
106
0.8%
SMALLEST VALUES
1.0
30,620
25.2%
3,399
25.2%
2.0
25,625
21.1%
2,807
20.8%
3.0
10,319
8.5%
1,107
8.2%
4.0
6,416
5.3%
702
5.2%
5.0
6,925
5.7%
740
5.5%
6.0
2,185
1.8%
242
1.8%
7.0
5,713
4.7%
631
4.7%
8.0
9,600
7.9%
1,101
8.2%
9.0
6,529
5.4%
775
5.7%
10.0
4,451
3.7%
521
3.9%
11.0
5,490
4.5%
593
4.4%
12.0
2,448
2.0%
291
2.2%
13.0
1,815
1.5%
186
1.4%
14.0
1,042
0.9%
108
0.8%
15.0
622
0.5%
75
0.6%
LARGEST VALUES
19.0
166
0.1%
20
0.1%
18.0
398
0.3%
49
0.4%
17.0
258
0.2%
30
0.2%
16.0
810
0.7%
106
0.8%
15.0
622
0.5%
75
0.6%
14.0
1,042
0.9%
108
0.8%
13.0
1,815
1.5%
186
1.4%
12.0
2,448
2.0%
291
2.2%
11.0
5,490
4.5%
593
4.4%
10.0
4,451
3.7%
521
3.9%
9.0
6,529
5.4%
775
5.7%
8.0
9,600
7.9%
1,101
8.2%
7.0
5,713
4.7%
631
4.7%
6.0
2,185
1.8%
242
1.8%
5.0
6,925
5.7%
740
5.5%
hawker_food_stalls
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
hawker_market_stalls
0.32
pri_sch_longitude
-0.21
mrt_longitude
-0.21
Longitude
-0.21
bus_stop_longitude
-0.21
sec_sch_longitude
-0.20
sec_sch_latitude
-0.18
Hawker_Nearest_Distance
-0.18
Latitude
-0.18
bus_stop_latitude
-0.18
pri_sch_latitude
-0.18
mrt_latitude
-0.18
year_completed
-0.15
lease_commence_date
-0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
bus_interchange
0.21
Hawker_Within_1km
0.21
mrt_interchange
0.20
affiliation
0.16
Hawker_Within_500m
0.14
Mall_Within_500m
0.08
Tranc_Year
0.03
multigen_sold
0.02
other_room_rental
0.01
1room_sold
0.01
pri_sch_affiliation
0.00
MOST FREQUENT VALUES
40
27,894
18.5%
3,088
18.5%
42
15,022
10.0%
1,703
10.2%
28
14,843
9.9%
1,651
9.9%
45
11,109
7.4%
1,178
7.0%
72
10,228
6.8%
1,100
6.6%
60
9,582
6.4%
1,012
6.0%
43
9,143
6.1%
990
5.9%
56
8,216
5.5%
911
5.4%
52
3,541
2.4%
409
2.4%
70
3,489
2.3%
396
2.4%
36
2,830
1.9%
311
1.9%
80
2,792
1.9%
310
1.9%
32
2,713
1.8%
323
1.9%
84
2,419
1.6%
294
1.8%
51
2,073
1.4%
210
1.3%
SMALLEST VALUES
0
1,141
0.8%
108
0.6%
10
912
0.6%
103
0.6%
16
934
0.6%
105
0.6%
18
1,255
0.8%
157
0.9%
21
222
0.1%
22
0.1%
24
670
0.4%
91
0.5%
28
14,843
9.9%
1,651
9.9%
29
433
0.3%
57
0.3%
30
425
0.3%
46
0.3%
31
697
0.5%
89
0.5%
32
2,713
1.8%
323
1.9%
36
2,830
1.9%
311
1.9%
37
189
0.1%
25
0.1%
39
1,603
1.1%
209
1.2%
40
27,894
18.5%
3,088
18.5%
LARGEST VALUES
226
73
<0.1%
6
<0.1%
168
256
0.2%
24
0.1%
123
1,224
0.8%
135
0.8%
119
254
0.2%
22
0.1%
112
104
<0.1%
12
<0.1%
106
403
0.3%
43
0.3%
103
93
<0.1%
7
<0.1%
96
901
0.6%
107
0.6%
88
968
0.6%
99
0.6%
87
53
<0.1%
6
<0.1%
86
114
<0.1%
20
0.1%
84
2,419
1.6%
294
1.8%
83
315
0.2%
35
0.2%
82
678
0.5%
94
0.6%
80
2,792
1.9%
310
1.9%
hawker_market_stalls
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pri_sch_latitude
-0.45
bus_stop_latitude
-0.45
Latitude
-0.45
sec_sch_latitude
-0.44
mrt_latitude
-0.44
Hawker_Within_2km
0.38
lease_commence_date
-0.37
hdb_age
0.37
year_completed
-0.37
Hawker_Nearest_Distance
-0.33
hawker_food_stalls
0.32
3room_sold
0.30
total_dwelling_units
0.26
id
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.46
Hawker_Within_500m
0.36
bus_interchange
0.21
mrt_interchange
0.20
Mall_Within_500m
0.17
affiliation
0.14
Tranc_Year
0.06
pri_sch_affiliation
0.04
other_room_rental
0.04
multigen_sold
0.02
1room_sold
0.01
MOST FREQUENT VALUES
0
57,251
38.0%
6,357
38.0%
45
11,648
7.7%
1,304
7.8%
94
7,858
5.2%
869
5.2%
87
7,235
4.8%
795
4.7%
123
6,013
4.0%
674
4.0%
99
4,300
2.9%
439
2.6%
108
2,307
1.5%
250
1.5%
96
2,238
1.5%
284
1.7%
130
2,118
1.4%
222
1.3%
105
2,047
1.4%
196
1.2%
134
2,005
1.3%
239
1.4%
77
1,960
1.3%
210
1.3%
75
1,855
1.2%
200
1.2%
118
1,813
1.2%
184
1.1%
86
1,757
1.2%
213
1.3%
SMALLEST VALUES
0
57,251
38.0%
6,357
38.0%
12
1,037
0.7%
113
0.7%
32
955
0.6%
108
0.6%
36
1,562
1.0%
200
1.2%
40
93
<0.1%
7
<0.1%
43
716
0.5%
79
0.5%
45
11,648
7.7%
1,304
7.8%
48
933
0.6%
98
0.6%
50
38
<0.1%
6
<0.1%
51
697
0.5%
89
0.5%
52
853
0.6%
76
0.5%
53
142
<0.1%
23
0.1%
54
256
0.2%
24
0.1%
57
1,224
0.8%
135
0.8%
59
1,350
0.9%
161
1.0%
LARGEST VALUES
477
73
<0.1%
6
<0.1%
302
185
0.1%
27
0.2%
284
254
0.2%
22
0.1%
259
315
0.2%
35
0.2%
170
1,221
0.8%
115
0.7%
169
1,679
1.1%
185
1.1%
167
320
0.2%
32
0.2%
166
863
0.6%
93
0.6%
158
947
0.6%
94
0.6%
154
537
0.4%
60
0.4%
148
710
0.5%
96
0.6%
147
1,261
0.8%
127
0.8%
146
202
0.1%
22
0.1%
144
648
0.4%
56
0.3%
143
289
0.2%
35
0.2%
mrt_nearest_distance
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Hawker_Within_2km
-0.22
hawker_market_stalls
-0.19
year_completed
0.16
Mall_Within_2km
-0.16
lease_commence_date
0.15
hdb_age
-0.15
Hawker_Nearest_Distance
0.13
pri_sch_latitude
0.13
resale_price
-0.13
bus_stop_latitude
0.13
Latitude
0.13
mrt_latitude
0.12
sec_sch_latitude
0.12
Mall_Within_1km
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
bus_interchange
0.21
Hawker_Within_1km
0.21
Hawker_Within_500m
0.18
Mall_Within_500m
0.16
mrt_interchange
0.13
Tranc_Year
0.07
affiliation
0.04
pri_sch_affiliation
0.02
1room_sold
0.02
multigen_sold
0.01
other_room_rental
0.01
MOST FREQUENT VALUES
167.0693039
106
<0.1%
14
<0.1%
99.62719162
99
<0.1%
9
<0.1%
1026.342759
94
<0.1%
6
<0.1%
1005.092814
84
<0.1%
10
<0.1%
984.6609252
84
<0.1%
8
<0.1%
1125.057264
83
<0.1%
4
<0.1%
910.9553186
83
<0.1%
17
0.1%
1180.622358
82
<0.1%
7
<0.1%
175.6655123
82
<0.1%
2
<0.1%
902.2857483
81
<0.1%
16
<0.1%
422.8704719
79
<0.1%
4
<0.1%
788.3222754
78
<0.1%
6
<0.1%
524.5510875
75
<0.1%
8
<0.1%
403.6750398
75
<0.1%
5
<0.1%
713.9083991
72
<0.1%
3
<0.1%
SMALLEST VALUES
21.97140971
12
<0.1%
2
<0.1%
27.34535655
4
<0.1%
1
<0.1%
29.18942316
11
<0.1%
3
<0.1%
36.96862418
17
<0.1%
1
<0.1%
38.30966488
34
<0.1%
7
<0.1%
38.64329959
38
<0.1%
5
<0.1%
39.74468205
27
<0.1%
1
<0.1%
40.42766677
13
<0.1%
2
<0.1%
42.96573643
7
<0.1%
0
0.0%
50.96027452
18
<0.1%
5
<0.1%
51.65923897
6
<0.1%
0
0.0%
52.78453156
20
<0.1%
0
0.0%
55.02566754
9
<0.1%
1
<0.1%
56.27114975
25
<0.1%
7
<0.1%
59.01048469
10
<0.1%
0
0.0%
LARGEST VALUES
3544.504228
6
<0.1%
1
<0.1%
3517.814536
23
<0.1%
5
<0.1%
3483.769534
9
<0.1%
0
0.0%
2558.993437
29
<0.1%
4
<0.1%
2528.050854
27
<0.1%
4
<0.1%
2502.282298
20
<0.1%
3
<0.1%
2495.264387
12
<0.1%
1
<0.1%
2494.10123
20
<0.1%
1
<0.1%
2491.47727
19
<0.1%
0
0.0%
2481.225335
29
<0.1%
3
<0.1%
2457.666132
23
<0.1%
0
0.0%
2456.261572
17
<0.1%
0
0.0%
2422.222137
20
<0.1%
1
<0.1%
2419.470199
17
<0.1%
2
<0.1%
2409.585108
29
<0.1%
2
<0.1%
bus_interchange
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
1
82,301
55%
9,326
56%
449k
0
68,333
45%
7,411
44%
449k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
bus_interchange
PROVIDES INFORMATION ON...
mrt_interchange
0.16
1room_sold
0.09
multigen_sold
0.08
Mall_Within_500m
0.03
Hawker_Within_500m
0.03
Hawker_Within_1km
0.03
other_room_rental
0.02
pri_sch_affiliation
0.01
affiliation
0.00
Tranc_Year
0.00

THESE FEATURES
GIVE INFORMATION
ON bus_interchange:
mrt_interchange
0.13
Hawker_Within_1km
0.06
Mall_Within_500m
0.04
Hawker_Within_500m
0.04
pri_sch_affiliation
0.01
Tranc_Year
0.00
1room_sold
0.00
multigen_sold
0.00
affiliation
0.00
other_room_rental
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
bus_interchange
CORRELATION RATIO WITH...
Mall_Nearest_Distance
0.34
mrt_latitude
0.31
pri_sch_latitude
0.30
Hawker_Within_2km
0.30
bus_stop_latitude
0.30
Latitude
0.30
sec_sch_latitude
0.29
Hawker_Nearest_Distance
0.27
year_completed
0.25
hdb_age
0.24
lease_commence_date
0.24
Mall_Within_1km
0.22
mrt_nearest_distance
0.21
hawker_food_stalls
0.21
mrt_interchange
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
0
110,863
74%
12,300
73%
443k
1
39,771
26%
4,437
27%
465k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
mrt_interchange
PROVIDES INFORMATION ON...
bus_interchange
0.13
1room_sold
0.04
Hawker_Within_500m
0.03
multigen_sold
0.03
Hawker_Within_1km
0.03
Mall_Within_500m
0.02
other_room_rental
0.02
affiliation
0.01
Tranc_Year
0.00
pri_sch_affiliation
0.00

THESE FEATURES
GIVE INFORMATION
ON mrt_interchange:
bus_interchange
0.16
Hawker_Within_1km
0.07
Hawker_Within_500m
0.05
Mall_Within_500m
0.03
Tranc_Year
0.01
affiliation
0.00
1room_sold
0.00
multigen_sold
0.00
other_room_rental
0.00
pri_sch_affiliation
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
mrt_interchange
CORRELATION RATIO WITH...
Hawker_Nearest_Distance
0.42
lease_commence_date
0.27
hdb_age
0.27
year_completed
0.26
Mall_Within_1km
0.26
Mall_Nearest_Distance
0.24
Hawker_Within_2km
0.22
hawker_food_stalls
0.20
hawker_market_stalls
0.20
cutoff_point
0.16
vacancy
0.15
3room_sold
0.15
mrt_latitude
0.14
mrt_nearest_distance
0.13
mrt_latitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Latitude
0.99
bus_stop_latitude
0.99
pri_sch_latitude
0.99
sec_sch_latitude
0.99
Hawker_Within_2km
-0.65
hawker_market_stalls
-0.44
Hawker_Nearest_Distance
0.40
lease_commence_date
0.36
hdb_age
-0.36
year_completed
0.35
3room_sold
-0.28
total_dwelling_units
-0.26
sec_sch_nearest_dist
-0.26
pri_sch_nearest_distance
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.60
Hawker_Within_500m
0.44
bus_interchange
0.31
Mall_Within_500m
0.21
mrt_interchange
0.14
pri_sch_affiliation
0.14
affiliation
0.13
1room_sold
0.04
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
1.405156551
7,671
5.1%
846
5.1%
1.39243991
7,276
4.8%
813
4.9%
1.42940145
6,914
4.6%
762
4.6%
1.382649723
5,654
3.8%
637
3.8%
1.379015879
5,651
3.8%
654
3.9%
1.369464707
5,424
3.6%
670
4.0%
1.440343372
4,662
3.1%
515
3.1%
1.344075377
4,159
2.8%
430
2.6%
1.337342939
4,155
2.8%
439
2.6%
1.372841969
4,090
2.7%
459
2.7%
1.355610256
4,002
2.7%
405
2.4%
1.371956795
3,966
2.6%
419
2.5%
1.448927331
3,723
2.5%
401
2.4%
1.315405642
3,507
2.3%
373
2.2%
1.34956122
3,452
2.3%
388
2.3%
SMALLEST VALUES
1.265981864
546
0.4%
67
0.4%
1.270734786
1,078
0.7%
105
0.6%
1.272112372
47
<0.1%
8
<0.1%
1.276060998
410
0.3%
42
0.3%
1.281604154
513
0.3%
63
0.4%
1.28540646
198
0.1%
18
0.1%
1.285764585
2,750
1.8%
313
1.9%
1.286898788
48
<0.1%
4
<0.1%
1.289485876
870
0.6%
104
0.6%
1.294250313
1,508
1.0%
174
1.0%
1.297533874
22
<0.1%
5
<0.1%
1.299035627
110
<0.1%
15
<0.1%
1.299081126
9
<0.1%
1
<0.1%
1.2992014
62
<0.1%
9
<0.1%
1.300174562
42
<0.1%
4
<0.1%
LARGEST VALUES
1.449056702
433
0.3%
41
0.2%
1.448927331
3,723
2.5%
401
2.4%
1.443076641
512
0.3%
60
0.4%
1.440343372
4,662
3.1%
515
3.1%
1.437094408
2,134
1.4%
229
1.4%
1.43275723
2,673
1.8%
312
1.9%
1.42940145
6,914
4.6%
762
4.6%
1.427636527
1,432
1.0%
145
0.9%
1.417130546
2,616
1.7%
274
1.6%
1.405156551
7,671
5.1%
846
5.1%
1.397535018
2,510
1.7%
266
1.6%
1.39243991
7,276
4.8%
813
4.9%
1.385710805
3,160
2.1%
365
2.2%
1.382649723
5,654
3.8%
637
3.8%
1.381960215
1,629
1.1%
174
1.0%
mrt_longitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Longitude
1.00
bus_stop_longitude
1.00
pri_sch_longitude
1.00
sec_sch_longitude
1.00
hawker_market_stalls
-0.24
hawker_food_stalls
-0.21
Mall_Within_2km
0.14
Hawker_Within_2km
0.11
pri_sch_nearest_distance
-0.11
resale_price
0.11
Mall_Nearest_Distance
0.07
bus_stop_nearest_distance
0.07
max_floor_lvl
-0.07
mrt_nearest_distance
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pri_sch_affiliation
0.13
Mall_Within_500m
0.12
Hawker_Within_1km
0.11
bus_interchange
0.09
mrt_interchange
0.09
Hawker_Within_500m
0.05
affiliation
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
1room_sold
0.00
MOST FREQUENT VALUES
103.9026363
7,671
5.1%
846
5.1%
103.8957351
7,276
4.8%
813
4.9%
103.8347906
6,914
4.6%
762
4.6%
103.8934632
5,654
3.8%
637
3.8%
103.761921
5,651
3.8%
654
3.9%
103.849939
5,424
3.6%
670
4.0%
103.8009842
4,662
3.1%
515
3.1%
103.7210633
4,159
2.8%
430
2.6%
103.6971431
4,155
2.8%
439
2.6%
103.9493334
4,090
2.7%
459
2.7%
103.9551829
4,002
2.7%
405
2.4%
103.8929672
3,966
2.6%
419
2.5%
103.8204016
3,723
2.5%
401
2.4%
103.7649827
3,507
2.3%
373
2.2%
103.7499701
3,452
2.3%
388
2.3%
SMALLEST VALUES
103.6971431
4,155
2.8%
439
2.6%
103.7061455
3,137
2.1%
377
2.3%
103.7210633
4,159
2.8%
430
2.6%
103.7322246
1,543
1.0%
150
0.9%
103.7422924
1,869
1.2%
183
1.1%
103.744203
3,160
2.1%
365
2.2%
103.7474051
2,510
1.7%
266
1.6%
103.7499701
3,452
2.3%
388
2.3%
103.7520673
2,197
1.5%
244
1.5%
103.761921
5,651
3.8%
654
3.9%
103.7642079
708
0.5%
75
0.4%
103.7649827
3,507
2.3%
373
2.2%
103.767088
77
<0.1%
15
<0.1%
103.7739817
2,673
1.8%
312
1.9%
103.7754578
238
0.2%
28
0.2%
LARGEST VALUES
103.9873046
38
<0.1%
6
<0.1%
103.9614589
185
0.1%
22
0.1%
103.9551829
4,002
2.7%
405
2.4%
103.9538201
1,377
0.9%
140
0.8%
103.9493334
4,090
2.7%
459
2.7%
103.9457914
1,686
1.1%
174
1.0%
103.9450896
3,239
2.2%
365
2.2%
103.9381809
2,338
1.6%
286
1.7%
103.9328537
2,171
1.4%
212
1.3%
103.9291571
2,244
1.5%
305
1.8%
103.918039
1,456
1.0%
158
0.9%
103.91294
869
0.6%
112
0.7%
103.9094061
1,255
0.8%
134
0.8%
103.9028941
990
0.7%
116
0.7%
103.9026363
7,671
5.1%
846
5.1%
bus_stop_nearest_distance
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Hawker_Within_2km
0.08
Mall_Nearest_Distance
0.08
sec_sch_longitude
0.07
Longitude
0.07
bus_stop_longitude
0.07
pri_sch_longitude
0.07
mrt_longitude
0.07
pri_sch_latitude
-0.05
Latitude
-0.05
bus_stop_latitude
-0.05
sec_sch_latitude
-0.05
mrt_latitude
-0.05
mrt_nearest_distance
0.04
year_completed
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.09
pri_sch_affiliation
0.07
Mall_Within_500m
0.06
affiliation
0.06
Hawker_Within_500m
0.05
mrt_interchange
0.02
Tranc_Year
0.02
multigen_sold
0.01
bus_interchange
0.01
other_room_rental
0.01
1room_sold
0.01
MOST FREQUENT VALUES
193.4756461
106
<0.1%
14
<0.1%
119.3375733
99
<0.1%
9
<0.1%
101.8958606
94
<0.1%
6
<0.1%
182.7931719
84
<0.1%
10
<0.1%
112.8404236
84
<0.1%
8
<0.1%
130.066231
83
<0.1%
4
<0.1%
176.3277403
83
<0.1%
17
0.1%
99.02752186
82
<0.1%
7
<0.1%
191.1195499
82
<0.1%
2
<0.1%
119.2218577
81
<0.1%
16
<0.1%
16.36051673
79
<0.1%
4
<0.1%
123.0660807
78
<0.1%
6
<0.1%
27.28896182
75
<0.1%
5
<0.1%
54.22593437
75
<0.1%
8
<0.1%
81.89627019
72
<0.1%
3
<0.1%
SMALLEST VALUES
9.001284739
15
<0.1%
5
<0.1%
14.38459027
10
<0.1%
3
<0.1%
14.69298518
8
<0.1%
0
0.0%
15.05320838
24
<0.1%
3
<0.1%
15.68688971
22
<0.1%
2
<0.1%
16.32935237
29
<0.1%
3
<0.1%
16.36051673
79
<0.1%
4
<0.1%
16.41675475
53
<0.1%
4
<0.1%
16.97566624
6
<0.1%
0
0.0%
17.21055326
7
<0.1%
1
<0.1%
17.44457028
16
<0.1%
1
<0.1%
17.45204388
18
<0.1%
1
<0.1%
17.81448745
30
<0.1%
4
<0.1%
18.23219484
29
<0.1%
1
<0.1%
18.33238954
15
<0.1%
4
<0.1%
LARGEST VALUES
443.9645841
9
<0.1%
1
<0.1%
405.2153408
25
<0.1%
1
<0.1%
379.2084319
11
<0.1%
2
<0.1%
374.6412176
31
<0.1%
6
<0.1%
373.8958748
20
<0.1%
0
0.0%
372.5017339
32
<0.1%
4
<0.1%
351.8588662
24
<0.1%
2
<0.1%
350.237597
28
<0.1%
2
<0.1%
350.1304949
47
<0.1%
4
<0.1%
349.1565945
24
<0.1%
3
<0.1%
346.0232875
20
<0.1%
2
<0.1%
336.2716273
25
<0.1%
2
<0.1%
331.8754755
8
<0.1%
0
0.0%
328.9550618
29
<0.1%
4
<0.1%
327.7888796
9
<0.1%
2
<0.1%
bus_stop_latitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Latitude
1.00
pri_sch_latitude
1.00
sec_sch_latitude
1.00
mrt_latitude
0.99
Hawker_Within_2km
-0.66
hawker_market_stalls
-0.45
Hawker_Nearest_Distance
0.39
lease_commence_date
0.36
hdb_age
-0.36
year_completed
0.36
3room_sold
-0.29
total_dwelling_units
-0.27
sec_sch_nearest_dist
-0.26
pri_sch_nearest_distance
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.61
Hawker_Within_500m
0.45
bus_interchange
0.30
Mall_Within_500m
0.21
pri_sch_affiliation
0.14
affiliation
0.13
mrt_interchange
0.12
1room_sold
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
1.388262581
446
0.3%
57
0.3%
1.40194695
435
0.3%
47
0.3%
1.395049992
406
0.3%
41
0.2%
1.444306976
404
0.3%
42
0.3%
1.391497941
384
0.3%
45
0.3%
1.394295828
373
0.2%
44
0.3%
1.358044737
363
0.2%
42
0.3%
1.39100245
348
0.2%
38
0.2%
1.402748849
307
0.2%
29
0.2%
1.302133056
304
0.2%
25
0.1%
1.331509942
301
0.2%
30
0.2%
1.347203078
300
0.2%
35
0.2%
1.423181667
299
0.2%
29
0.2%
1.342774219
299
0.2%
34
0.2%
1.388053005
296
0.2%
43
0.3%
SMALLEST VALUES
1.270758665
55
<0.1%
6
<0.1%
1.271185504
42
<0.1%
4
<0.1%
1.271289
67
<0.1%
5
<0.1%
1.271329722
49
<0.1%
4
<0.1%
1.271781382
15
<0.1%
0
0.0%
1.272185207
60
<0.1%
7
<0.1%
1.272203424
15
<0.1%
2
<0.1%
1.272438333
41
<0.1%
6
<0.1%
1.272473333
31
<0.1%
2
<0.1%
1.272538056
26
<0.1%
5
<0.1%
1.27275
37
<0.1%
7
<0.1%
1.272890556
59
<0.1%
6
<0.1%
1.272913056
88
<0.1%
9
<0.1%
1.273272781
110
<0.1%
8
<0.1%
1.273406852
37
<0.1%
9
<0.1%
LARGEST VALUES
1.4561944
259
0.2%
28
0.2%
1.456108385
90
<0.1%
7
<0.1%
1.455935487
122
<0.1%
11
<0.1%
1.455756583
36
<0.1%
4
<0.1%
1.454644618
114
<0.1%
22
0.1%
1.454612002
70
<0.1%
8
<0.1%
1.453291155
124
<0.1%
12
<0.1%
1.453059052
19
<0.1%
1
<0.1%
1.452859466
30
<0.1%
2
<0.1%
1.452842161
121
<0.1%
12
<0.1%
1.452731395
237
0.2%
31
0.2%
1.452721743
18
<0.1%
0
0.0%
1.452679929
145
<0.1%
10
<0.1%
1.452058697
71
<0.1%
4
<0.1%
1.45151629
108
<0.1%
11
<0.1%
bus_stop_longitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Longitude
1.00
pri_sch_longitude
1.00
sec_sch_longitude
1.00
mrt_longitude
1.00
hawker_market_stalls
-0.24
hawker_food_stalls
-0.21
Mall_Within_2km
0.14
pri_sch_nearest_distance
-0.11
Hawker_Within_2km
0.11
resale_price
0.11
max_floor_lvl
-0.08
bus_stop_nearest_distance
0.07
Mall_Nearest_Distance
0.07
vacancy
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pri_sch_affiliation
0.13
Mall_Within_500m
0.12
Hawker_Within_1km
0.11
mrt_interchange
0.09
bus_interchange
0.09
Hawker_Within_500m
0.05
affiliation
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
1room_sold
0.01
MOST FREQUENT VALUES
103.7714646
446
0.3%
57
0.3%
103.900923
435
0.3%
47
0.3%
103.877
406
0.3%
41
0.2%
103.8071378
404
0.3%
42
0.3%
103.8776459
384
0.3%
45
0.3%
103.9119024
373
0.2%
44
0.3%
103.8451693
363
0.2%
42
0.3%
103.877085
348
0.2%
38
0.2%
103.7505093
307
0.2%
29
0.2%
103.7983908
304
0.2%
25
0.1%
103.9097796
301
0.2%
30
0.2%
103.710326
300
0.2%
35
0.2%
103.6980338
299
0.2%
34
0.2%
103.8441239
299
0.2%
29
0.2%
103.7715434
296
0.2%
43
0.3%
SMALLEST VALUES
103.6842061
22
<0.1%
3
<0.1%
103.6863209
19
<0.1%
3
<0.1%
103.6868923
125
<0.1%
17
0.1%
103.686973
44
<0.1%
8
<0.1%
103.6877997
63
<0.1%
3
<0.1%
103.6885297
52
<0.1%
6
<0.1%
103.688758
23
<0.1%
2
<0.1%
103.6889815
190
0.1%
24
0.1%
103.6900514
95
<0.1%
12
<0.1%
103.6911929
25
<0.1%
0
0.0%
103.6916711
11
<0.1%
0
0.0%
103.6917308
99
<0.1%
16
<0.1%
103.691865
39
<0.1%
3
<0.1%
103.6927375
72
<0.1%
10
<0.1%
103.69282
49
<0.1%
3
<0.1%
LARGEST VALUES
103.987343
38
<0.1%
6
<0.1%
103.9653768
24
<0.1%
4
<0.1%
103.9643286
5
<0.1%
0
0.0%
103.9642447
13
<0.1%
3
<0.1%
103.9637272
31
<0.1%
8
<0.1%
103.9636652
16
<0.1%
1
<0.1%
103.963387
4
<0.1%
1
<0.1%
103.9632836
48
<0.1%
6
<0.1%
103.9632782
47
<0.1%
4
<0.1%
103.9631266
29
<0.1%
2
<0.1%
103.962916
82
<0.1%
7
<0.1%
103.9626053
133
<0.1%
13
<0.1%
103.9624368
33
<0.1%
6
<0.1%
103.9622142
52
<0.1%
3
<0.1%
103.9620566
69
<0.1%
2
<0.1%
pri_sch_nearest_distance
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
sec_sch_latitude
-0.26
bus_stop_latitude
-0.25
Latitude
-0.25
Hawker_Nearest_Distance
-0.25
pri_sch_latitude
-0.25
mrt_latitude
-0.25
hawker_market_stalls
0.19
sec_sch_nearest_dist
0.19
year_completed
-0.19
3room_sold
0.18
lease_commence_date
-0.18
hdb_age
0.18
Mall_Nearest_Distance
0.17
total_dwelling_units
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.25
Hawker_Within_500m
0.20
Mall_Within_500m
0.12
bus_interchange
0.11
affiliation
0.07
pri_sch_affiliation
0.06
mrt_interchange
0.04
multigen_sold
0.02
Tranc_Year
0.01
other_room_rental
0.01
1room_sold
0.00
MOST FREQUENT VALUES
118.7048576
106
<0.1%
14
<0.1%
193.1179853
99
<0.1%
9
<0.1%
464.7088711
94
<0.1%
6
<0.1%
343.2232196
84
<0.1%
10
<0.1%
600.0049583
84
<0.1%
8
<0.1%
673.9991224
83
<0.1%
4
<0.1%
454.3376306
83
<0.1%
17
0.1%
418.9476363
82
<0.1%
7
<0.1%
135.0242597
82
<0.1%
2
<0.1%
567.6866606
81
<0.1%
16
<0.1%
1057.496717
79
<0.1%
4
<0.1%
445.1021143
78
<0.1%
6
<0.1%
431.7922489
75
<0.1%
8
<0.1%
981.2728992
75
<0.1%
5
<0.1%
454.0534788
72
<0.1%
3
<0.1%
SMALLEST VALUES
45.66832429
23
<0.1%
6
<0.1%
45.99107655
15
<0.1%
4
<0.1%
49.10983769
16
<0.1%
2
<0.1%
54.26401537
10
<0.1%
1
<0.1%
54.38586623
18
<0.1%
2
<0.1%
56.91617609
17
<0.1%
4
<0.1%
60.1697975
26
<0.1%
2
<0.1%
61.83482707
18
<0.1%
5
<0.1%
63.46302802
24
<0.1%
4
<0.1%
65.03094257
14
<0.1%
1
<0.1%
65.26701833
10
<0.1%
1
<0.1%
65.2686635
17
<0.1%
4
<0.1%
65.35435264
28
<0.1%
4
<0.1%
65.9289107
16
<0.1%
4
<0.1%
67.01534591
34
<0.1%
4
<0.1%
LARGEST VALUES
3305.841039
6
<0.1%
1
<0.1%
3303.452239
9
<0.1%
0
0.0%
3234.040079
23
<0.1%
5
<0.1%
1884.686969
2
<0.1%
0
0.0%
1880.66552
13
<0.1%
2
<0.1%
1880.19066
20
<0.1%
1
<0.1%
1869.243012
4
<0.1%
0
0.0%
1845.008035
15
<0.1%
1
<0.1%
1828.55669
2
<0.1%
0
0.0%
1824.465745
11
<0.1%
5
<0.1%
1824.337119
9
<0.1%
1
<0.1%
1819.115429
19
<0.1%
0
0.0%
1807.893537
18
<0.1%
0
0.0%
1807.276099
5
<0.1%
0
0.0%
1806.273176
11
<0.1%
1
<0.1%
vacancy
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Hawker_Nearest_Distance
0.23
Mall_Nearest_Distance
-0.21
lease_commence_date
0.17
hdb_age
-0.17
year_completed
0.16
mrt_latitude
0.14
hawker_market_stalls
-0.14
max_floor_lvl
0.12
pri_sch_latitude
0.12
Latitude
0.12
bus_stop_latitude
0.12
sec_sch_latitude
0.12
lower
0.08
mid_storey
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.19
bus_interchange
0.18
Mall_Within_500m
0.17
mrt_interchange
0.15
Tranc_Year
0.03
Hawker_Within_500m
0.03
1room_sold
0.02
multigen_sold
0.01
affiliation
0.01
other_room_rental
0.01
pri_sch_affiliation
0.01
MOST FREQUENT VALUES
46
5,752
3.8%
634
3.8%
54
5,674
3.8%
637
3.8%
66
5,486
3.6%
578
3.5%
20
4,822
3.2%
524
3.1%
48
4,306
2.9%
456
2.7%
44
4,224
2.8%
470
2.8%
43
4,217
2.8%
446
2.7%
56
4,214
2.8%
508
3.0%
62
4,113
2.7%
472
2.8%
45
4,053
2.7%
449
2.7%
61
4,041
2.7%
437
2.6%
75
3,723
2.5%
383
2.3%
52
3,628
2.4%
398
2.4%
47
3,459
2.3%
431
2.6%
40
3,415
2.3%
377
2.3%
SMALLEST VALUES
20
4,822
3.2%
524
3.1%
22
1,116
0.7%
134
0.8%
23
1,051
0.7%
113
0.7%
24
487
0.3%
62
0.4%
25
1,875
1.2%
205
1.2%
26
624
0.4%
66
0.4%
27
1,119
0.7%
129
0.8%
29
2,231
1.5%
230
1.4%
30
367
0.2%
47
0.3%
32
1,174
0.8%
120
0.7%
33
1,873
1.2%
195
1.2%
34
2,478
1.6%
279
1.7%
36
2,997
2.0%
342
2.0%
37
560
0.4%
63
0.4%
38
1,931
1.3%
217
1.3%
LARGEST VALUES
110
508
0.3%
68
0.4%
106
980
0.7%
108
0.6%
93
1,551
1.0%
179
1.1%
92
1,306
0.9%
137
0.8%
91
845
0.6%
72
0.4%
90
888
0.6%
89
0.5%
87
648
0.4%
80
0.5%
85
881
0.6%
97
0.6%
84
2,597
1.7%
290
1.7%
83
1,762
1.2%
206
1.2%
82
1,950
1.3%
231
1.4%
79
1,673
1.1%
207
1.2%
78
775
0.5%
82
0.5%
76
747
0.5%
73
0.4%
75
3,723
2.5%
383
2.3%
pri_sch_affiliation
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
0
133,583
89%
14,852
89%
448k
1
17,051
11%
1,885
11%
462k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pri_sch_affiliation
PROVIDES INFORMATION ON...
1room_sold
0.26
other_room_rental
0.01
multigen_sold
0.01
affiliation
0.01
bus_interchange
0.01
Mall_Within_500m
0.01
Hawker_Within_500m
0.00
Hawker_Within_1km
0.00
Tranc_Year
0.00
mrt_interchange
0.00

THESE FEATURES
GIVE INFORMATION
ON pri_sch_affiliation:
Mall_Within_500m
0.01
bus_interchange
0.01
Hawker_Within_1km
0.01
Hawker_Within_500m
0.01
affiliation
0.00
1room_sold
0.00
Tranc_Year
0.00
multigen_sold
0.00
other_room_rental
0.00
mrt_interchange
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pri_sch_affiliation
CORRELATION RATIO WITH...
cutoff_point
0.17
pri_sch_latitude
0.15
sec_sch_latitude
0.15
Latitude
0.14
bus_stop_latitude
0.14
mrt_latitude
0.14
Hawker_Within_2km
0.13
Mall_Nearest_Distance
0.13
pri_sch_longitude
0.13
mrt_longitude
0.13
Longitude
0.13
bus_stop_longitude
0.13
sec_sch_longitude
0.13
lease_commence_date
0.12
pri_sch_latitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Latitude
1.00
bus_stop_latitude
1.00
sec_sch_latitude
0.99
mrt_latitude
0.99
Hawker_Within_2km
-0.66
hawker_market_stalls
-0.45
Hawker_Nearest_Distance
0.39
lease_commence_date
0.37
hdb_age
-0.37
year_completed
0.36
3room_sold
-0.29
total_dwelling_units
-0.27
sec_sch_nearest_dist
-0.26
pri_sch_nearest_distance
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.61
Hawker_Within_500m
0.45
bus_interchange
0.30
Mall_Within_500m
0.21
pri_sch_affiliation
0.15
mrt_interchange
0.13
affiliation
0.13
1room_sold
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
1.434423117
2,075
1.4%
245
1.5%
1.316148017
2,043
1.4%
232
1.4%
1.371892676
1,943
1.3%
234
1.4%
1.323996276
1,901
1.3%
216
1.3%
1.28449822
1,789
1.2%
214
1.3%
1.358087001
1,759
1.2%
182
1.1%
1.337407636
1,723
1.1%
187
1.1%
1.382893394
1,673
1.1%
207
1.2%
1.299811388
1,668
1.1%
201
1.2%
1.321689285
1,665
1.1%
189
1.1%
1.365200631
1,646
1.1%
208
1.2%
1.342919818
1,614
1.1%
164
1.0%
1.383590574
1,580
1.0%
175
1.0%
1.427646852
1,572
1.0%
187
1.1%
1.434769705
1,508
1.0%
164
1.0%
SMALLEST VALUES
1.274961612
621
0.4%
67
0.4%
1.275505441
1,052
0.7%
109
0.7%
1.276029248
651
0.4%
71
0.4%
1.276130304
1,054
0.7%
108
0.6%
1.28449822
1,789
1.2%
214
1.3%
1.285955393
919
0.6%
102
0.6%
1.291299035
434
0.3%
53
0.3%
1.294183475
121
<0.1%
13
<0.1%
1.295988446
1,251
0.8%
151
0.9%
1.299811388
1,668
1.1%
201
1.2%
1.300798691
625
0.4%
63
0.4%
1.304091083
684
0.5%
79
0.5%
1.304631529
703
0.5%
85
0.5%
1.305540153
256
0.2%
41
0.2%
1.311114219
634
0.4%
75
0.4%
LARGEST VALUES
1.456666873
336
0.2%
38
0.2%
1.45417629
732
0.5%
72
0.4%
1.451933871
881
0.6%
97
0.6%
1.451064007
1,191
0.8%
124
0.7%
1.44710495
690
0.5%
69
0.4%
1.445043645
583
0.4%
70
0.4%
1.444148359
1,073
0.7%
123
0.7%
1.442679617
857
0.6%
93
0.6%
1.442035966
446
0.3%
48
0.3%
1.440110498
1,246
0.8%
130
0.8%
1.438462312
530
0.4%
68
0.4%
1.436746383
710
0.5%
93
0.6%
1.434769705
1,508
1.0%
164
1.0%
1.434423117
2,075
1.4%
245
1.5%
1.433681207
1,306
0.9%
137
0.8%
pri_sch_longitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Longitude
1.00
bus_stop_longitude
1.00
sec_sch_longitude
1.00
mrt_longitude
1.00
hawker_market_stalls
-0.24
hawker_food_stalls
-0.21
Mall_Within_2km
0.13
pri_sch_nearest_distance
-0.11
resale_price
0.11
Hawker_Within_2km
0.11
max_floor_lvl
-0.08
Mall_Nearest_Distance
0.07
bus_stop_nearest_distance
0.07
vacancy
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pri_sch_affiliation
0.13
Mall_Within_500m
0.12
Hawker_Within_1km
0.10
mrt_interchange
0.09
bus_interchange
0.09
Hawker_Within_500m
0.05
affiliation
0.05
Tranc_Year
0.04
multigen_sold
0.01
other_room_rental
0.01
1room_sold
0.01
MOST FREQUENT VALUES
103.7736977
2,075
1.4%
245
1.5%
103.7675763
2,043
1.4%
232
1.4%
103.8518111
1,943
1.3%
234
1.4%
103.937745
1,901
1.3%
216
1.3%
103.826149
1,789
1.2%
214
1.3%
103.9353525
1,759
1.2%
182
1.1%
103.8477611
1,723
1.1%
187
1.1%
103.8958542
1,673
1.1%
207
1.2%
103.7999648
1,668
1.1%
201
1.2%
103.8576518
1,665
1.1%
189
1.1%
103.8510322
1,646
1.1%
208
1.2%
103.7408611
1,614
1.1%
164
1.0%
103.7602891
1,580
1.0%
175
1.0%
103.8304804
1,572
1.0%
187
1.1%
103.7978411
1,508
1.0%
164
1.0%
SMALLEST VALUES
103.687724
560
0.4%
63
0.4%
103.6878331
246
0.2%
33
0.2%
103.6948679
589
0.4%
45
0.3%
103.6988958
1,207
0.8%
136
0.8%
103.6989642
1,012
0.7%
106
0.6%
103.6996828
1,330
0.9%
144
0.9%
103.7005267
923
0.6%
109
0.7%
103.7075784
928
0.6%
120
0.7%
103.712969
888
0.6%
89
0.5%
103.7180505
1,224
0.8%
135
0.8%
103.7190098
1,116
0.7%
134
0.8%
103.721558
1,308
0.9%
121
0.7%
103.7329748
885
0.6%
82
0.5%
103.7361428
788
0.5%
99
0.6%
103.7366695
971
0.6%
95
0.6%
LARGEST VALUES
103.9629189
445
0.3%
50
0.3%
103.9617971
1,061
0.7%
113
0.7%
103.9609482
1,336
0.9%
164
1.0%
103.9572913
1,102
0.7%
109
0.7%
103.9521834
582
0.4%
64
0.4%
103.951673
1,156
0.8%
113
0.7%
103.9512252
348
0.2%
36
0.2%
103.9507161
808
0.5%
73
0.4%
103.9489368
958
0.6%
88
0.5%
103.9488719
1,107
0.7%
124
0.7%
103.9456952
311
0.2%
27
0.2%
103.9453578
800
0.5%
97
0.6%
103.9435731
567
0.4%
66
0.4%
103.9412089
554
0.4%
58
0.3%
103.9396887
666
0.4%
82
0.5%
sec_sch_nearest_dist
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
sec_sch_latitude
-0.26
mrt_latitude
-0.26
pri_sch_latitude
-0.26
bus_stop_latitude
-0.26
Latitude
-0.25
pri_sch_nearest_distance
0.19
Hawker_Within_2km
0.19
Mall_Within_2km
0.17
Mall_Within_1km
0.13
Hawker_Nearest_Distance
-0.12
max_floor_lvl
0.12
hawker_market_stalls
0.11
3room_sold
0.10
resale_price
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.21
Hawker_Within_500m
0.21
Mall_Within_500m
0.10
bus_interchange
0.10
affiliation
0.10
pri_sch_affiliation
0.07
Tranc_Year
0.03
mrt_interchange
0.01
multigen_sold
0.01
other_room_rental
0.01
1room_sold
0.01
MOST FREQUENT VALUES
257.9186631
106
<0.1%
14
<0.1%
321.7239075
99
<0.1%
9
<0.1%
312.2692644
94
<0.1%
6
<0.1%
319.0598852
84
<0.1%
10
<0.1%
644.9744137
84
<0.1%
8
<0.1%
662.88125
83
<0.1%
4
<0.1%
195.5239642
83
<0.1%
17
0.1%
418.9476363
82
<0.1%
7
<0.1%
305.44257
82
<0.1%
2
<0.1%
715.0395457
81
<0.1%
16
<0.1%
1129.09729
79
<0.1%
4
<0.1%
644.9912806
78
<0.1%
6
<0.1%
449.1368667
75
<0.1%
8
<0.1%
1070.583484
75
<0.1%
5
<0.1%
446.671027
72
<0.1%
3
<0.1%
SMALLEST VALUES
38.91347505
14
<0.1%
0
0.0%
45.42907042
28
<0.1%
2
<0.1%
49.20593346
23
<0.1%
2
<0.1%
51.81040752
4
<0.1%
2
<0.1%
57.6470704
10
<0.1%
2
<0.1%
60.77291641
14
<0.1%
4
<0.1%
61.00649308
9
<0.1%
1
<0.1%
61.5471311
16
<0.1%
3
<0.1%
61.94652598
24
<0.1%
4
<0.1%
69.18780941
29
<0.1%
2
<0.1%
69.50936476
24
<0.1%
2
<0.1%
72.63835145
2
<0.1%
1
<0.1%
72.77722221
8
<0.1%
1
<0.1%
72.87975593
17
<0.1%
1
<0.1%
73.00933289
3
<0.1%
1
<0.1%
LARGEST VALUES
3638.977233
9
<0.1%
0
0.0%
3636.953504
6
<0.1%
1
<0.1%
3564.247736
23
<0.1%
5
<0.1%
2210.951628
6
<0.1%
0
0.0%
2206.556396
10
<0.1%
0
0.0%
2201.182529
10
<0.1%
3
<0.1%
2182.967108
11
<0.1%
1
<0.1%
2174.837405
12
<0.1%
2
<0.1%
2169.846903
6
<0.1%
0
0.0%
2163.262849
8
<0.1%
0
0.0%
2148.832173
9
<0.1%
0
0.0%
2147.926889
17
<0.1%
3
<0.1%
2135.285649
18
<0.1%
3
<0.1%
2134.951647
7
<0.1%
0
0.0%
2124.180628
8
<0.1%
2
<0.1%
cutoff_point
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
sec_sch_latitude
-0.14
bus_stop_latitude
-0.13
Latitude
-0.13
Hawker_Within_2km
0.13
pri_sch_latitude
-0.13
Mall_Nearest_Distance
-0.13
mrt_latitude
-0.12
total_dwelling_units
0.10
3room_sold
0.10
Mall_Within_2km
0.10
max_floor_lvl
0.09
hawker_market_stalls
0.08
floor_area_sqft
-0.08
floor_area_sqm
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
affiliation
0.39
pri_sch_affiliation
0.17
mrt_interchange
0.16
Hawker_Within_1km
0.13
bus_interchange
0.13
Mall_Within_500m
0.12
Hawker_Within_500m
0.10
1room_sold
0.03
Tranc_Year
0.02
multigen_sold
0.01
other_room_rental
0.01
MOST FREQUENT VALUES
188
40,231
26.7%
4,446
26.6%
189
6,692
4.4%
762
4.6%
224
6,630
4.4%
765
4.6%
208
5,175
3.4%
592
3.5%
211
4,640
3.1%
518
3.1%
223
4,611
3.1%
477
2.8%
243
4,572
3.0%
494
3.0%
203
3,889
2.6%
408
2.4%
235
3,630
2.4%
403
2.4%
194
3,582
2.4%
415
2.5%
199
3,424
2.3%
404
2.4%
219
3,147
2.1%
339
2.0%
215
3,128
2.1%
395
2.4%
232
3,082
2.0%
364
2.2%
226
2,744
1.8%
313
1.9%
SMALLEST VALUES
188
40,231
26.7%
4,446
26.6%
189
6,692
4.4%
762
4.6%
190
402
0.3%
42
0.3%
194
3,582
2.4%
415
2.5%
195
2,410
1.6%
271
1.6%
197
2,161
1.4%
232
1.4%
198
756
0.5%
94
0.6%
199
3,424
2.3%
404
2.4%
200
1,695
1.1%
198
1.2%
201
496
0.3%
48
0.3%
203
3,889
2.6%
408
2.4%
204
2,551
1.7%
266
1.6%
205
2,418
1.6%
285
1.7%
206
2,111
1.4%
223
1.3%
208
5,175
3.4%
592
3.5%
LARGEST VALUES
260
1,018
0.7%
118
0.7%
257
267
0.2%
34
0.2%
256
453
0.3%
55
0.3%
255
142
<0.1%
23
0.1%
254
118
<0.1%
13
<0.1%
253
466
0.3%
52
0.3%
250
2,078
1.4%
224
1.3%
249
873
0.6%
106
0.6%
245
1,279
0.8%
141
0.8%
244
2,032
1.3%
241
1.4%
243
4,572
3.0%
494
3.0%
242
14
<0.1%
2
<0.1%
241
1,414
0.9%
142
0.8%
239
1,036
0.7%
113
0.7%
238
778
0.5%
93
0.6%
affiliation
MISSING:
---
---
TOP CATEGORIES
resale_price
(avg)
0
145,832
97%
16,173
97%
449k
1
4,802
3%
564
3%
449k
ALL
150,634
100%
16,737
100%
449k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
affiliation
PROVIDES INFORMATION ON...
Hawker_Within_500m
0.01
Hawker_Within_1km
0.01
Mall_Within_500m
0.01
pri_sch_affiliation
0.00
1room_sold
0.00
other_room_rental
0.00
multigen_sold
0.00
mrt_interchange
0.00
bus_interchange
0.00
Tranc_Year
0.00

THESE FEATURES
GIVE INFORMATION
ON affiliation:
Hawker_Within_1km
0.11
Hawker_Within_500m
0.07
Mall_Within_500m
0.04
mrt_interchange
0.01
pri_sch_affiliation
0.01
bus_interchange
0.00
Tranc_Year
0.00
1room_sold
0.00
multigen_sold
0.00
other_room_rental
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
affiliation
CORRELATION RATIO WITH...
cutoff_point
0.39
Mall_Within_2km
0.18
3room_sold
0.17
hawker_food_stalls
0.16
Mall_Within_1km
0.15
hawker_market_stalls
0.14
sec_sch_latitude
0.14
Hawker_Nearest_Distance
0.13
mrt_latitude
0.13
Latitude
0.13
pri_sch_latitude
0.13
bus_stop_latitude
0.13
total_dwelling_units
0.12
Hawker_Within_2km
0.11
sec_sch_latitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Latitude
1.00
bus_stop_latitude
1.00
pri_sch_latitude
0.99
mrt_latitude
0.99
Hawker_Within_2km
-0.65
hawker_market_stalls
-0.44
Hawker_Nearest_Distance
0.38
lease_commence_date
0.36
hdb_age
-0.36
year_completed
0.35
3room_sold
-0.28
total_dwelling_units
-0.27
sec_sch_nearest_dist
-0.26
pri_sch_nearest_distance
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Hawker_Within_1km
0.60
Hawker_Within_500m
0.45
bus_interchange
0.29
Mall_Within_500m
0.21
pri_sch_affiliation
0.15
affiliation
0.14
mrt_interchange
0.12
1room_sold
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
MOST FREQUENT VALUES
1.324611113
3,384
2.2%
365
2.2%
1.343223723
2,986
2.0%
304
1.8%
1.348351215
2,900
1.9%
285
1.7%
1.3972808
2,892
1.9%
297
1.8%
1.400179295
2,744
1.8%
313
1.9%
1.390380457
2,671
1.8%
293
1.8%
1.388687442
2,475
1.6%
254
1.5%
1.327140285
2,430
1.6%
295
1.8%
1.367347421
2,310
1.5%
300
1.8%
1.420881025
2,305
1.5%
249
1.5%
1.402126295
2,235
1.5%
263
1.6%
1.367107352
2,202
1.5%
249
1.5%
1.445890689
2,161
1.4%
232
1.4%
1.300475167
2,153
1.4%
254
1.5%
1.453279711
2,151
1.4%
230
1.4%
SMALLEST VALUES
1.276029248
1,974
1.3%
220
1.3%
1.285751537
1,484
1.0%
167
1.0%
1.286387486
1,615
1.1%
176
1.1%
1.289071145
1,472
1.0%
173
1.0%
1.293305114
101
<0.1%
7
<0.1%
1.293533294
753
0.5%
90
0.5%
1.295013834
804
0.5%
92
0.5%
1.299125304
142
<0.1%
23
0.1%
1.300475167
2,153
1.4%
254
1.5%
1.301352887
521
0.3%
48
0.3%
1.301920884
1,182
0.8%
122
0.7%
1.305381131
14
<0.1%
2
<0.1%
1.306597224
279
0.2%
43
0.3%
1.30750538
460
0.3%
48
0.3%
1.307678422
680
0.5%
83
0.5%
LARGEST VALUES
1.453279711
2,151
1.4%
230
1.4%
1.445890689
2,161
1.4%
232
1.4%
1.445315021
1,572
1.0%
171
1.0%
1.441220838
1,899
1.3%
227
1.4%
1.441077949
792
0.5%
87
0.5%
1.439183317
1,270
0.8%
147
0.9%
1.436644248
852
0.6%
103
0.6%
1.436235146
1,046
0.7%
110
0.7%
1.436113678
1,574
1.0%
162
1.0%
1.43573962
1,285
0.9%
146
0.9%
1.432604239
1,656
1.1%
183
1.1%
1.430833988
1,311
0.9%
140
0.8%
1.428628315
979
0.6%
96
0.6%
1.428132012
1,695
1.1%
198
1.2%
1.426447681
496
0.3%
48
0.3%
sec_sch_longitude
MISSING:
---
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Longitude
1.00
bus_stop_longitude
1.00
pri_sch_longitude
1.00
mrt_longitude
1.00
hawker_market_stalls
-0.24
hawker_food_stalls
-0.20
Mall_Within_2km
0.13
pri_sch_nearest_distance
-0.11
resale_price
0.11
Hawker_Within_2km
0.10
max_floor_lvl
-0.08
Mall_Nearest_Distance
0.08
bus_stop_nearest_distance
0.07
total_dwelling_units
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pri_sch_affiliation
0.13
Mall_Within_500m
0.12
Hawker_Within_1km
0.10
mrt_interchange
0.09
bus_interchange
0.09
affiliation
0.05
Hawker_Within_500m
0.05
Tranc_Year
0.04
multigen_sold
0.02
other_room_rental
0.01
1room_sold
0.01
MOST FREQUENT VALUES
103.8609703
3,384
2.2%
365
2.2%
103.7017029
2,986
2.0%
304
1.8%
103.7408734
2,900
1.9%
285
1.7%
103.9115758
2,892
1.9%
297
1.8%
103.9021412
2,744
1.8%
313
1.9%
103.8785935
2,671
1.8%
293
1.8%
103.8902862
2,475
1.6%
254
1.5%
103.9208358
2,430
1.6%
295
1.8%
103.8519361
2,310
1.5%
300
1.8%
103.8450603
2,305
1.5%
249
1.5%
103.9091193
2,235
1.5%
263
1.6%
103.9492736
2,202
1.5%
249
1.5%
103.8023982
2,161
1.4%
232
1.4%
103.8017236
2,153
1.4%
254
1.5%
103.8144707
2,151
1.4%
230
1.4%
SMALLEST VALUES
103.6872065
986
0.7%
121
0.7%
103.7016043
756
0.5%
94
0.6%
103.7017029
2,986
2.0%
304
1.8%
103.7020981
1,631
1.1%
185
1.1%
103.7091827
1,465
1.0%
163
1.0%
103.7206308
639
0.4%
71
0.4%
103.7217266
1,010
0.7%
102
0.6%
103.7225815
683
0.5%
75
0.4%
103.7240997
679
0.5%
73
0.4%
103.7267597
337
0.2%
26
0.2%
103.7270839
411
0.3%
41
0.2%
103.7291127
413
0.3%
47
0.3%
103.7381344
2,032
1.3%
241
1.4%
103.7408734
2,900
1.9%
285
1.7%
103.7410911
486
0.3%
52
0.3%
LARGEST VALUES
103.9611048
614
0.4%
61
0.4%
103.9593626
818
0.5%
95
0.6%
103.9580664
1,196
0.8%
143
0.9%
103.9567447
1,276
0.8%
132
0.8%
103.9562073
1,042
0.7%
98
0.6%
103.9547513
594
0.4%
61
0.4%
103.9527251
1,226
0.8%
122
0.7%
103.9492736
2,202
1.5%
249
1.5%
103.9486147
1,791
1.2%
202
1.2%
103.9471475
155
0.1%
11
<0.1%
103.9439891
997
0.7%
111
0.7%
103.9434752
734
0.5%
69
0.4%
103.9416688
239
0.2%
19
0.1%
103.9416349
778
0.5%
93
0.6%
103.9366547
1,229
0.8%
147
0.9%